{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e32f1833-ed13-4c98-8d89-27b600624d32",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9cca9bee-1ade-4ae2-a073-4f9bd3f0f05b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "404a1945-e360-49f9-9378-6df18172b7f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "645d8c66-c1f7-4437-a381-c7dcaae70951",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d7c70d93-3516-4a9a-8230-7d35957f4ed9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.arange(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "19bdad83-f796-47aa-96b0-a7a171b4c328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d050c66f-9ea3-4842-baf6-2fd31f1dc4dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2b1b052d3a0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c6aafd68-f0c0-460c-b99b-1261737f8bc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(2,2,1)\n",
    "ax2 = fig.add_subplot(2,2,2)\n",
    "ax3 = fig.add_subplot(2,2,3)\n",
    "ax3.plot(np.random.standard_normal(50).cumsum(),color='black',linestyle = 'dashed')\n",
    "ax1.hist(np.random.standard_normal(100),bins=20,color='black',alpha=0.3);\n",
    "ax2.scatter(np.arange(30),np.arange(30)+3*np.random.standard_normal(30));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cdcbba21-36a0-4e6d-8fdf-504a75bcf24e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8f52c238-f82c-4067-82b6-e903873d72b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: >, <Axes: >, <Axes: >],\n",
       "       [<Axes: >, <Axes: >, <Axes: >]], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a40acb23-08cc-4835-94ba-98bf6a4042cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,2,sharex=True,sharey=True)\n",
    "for i in range(2):\n",
    "    for j in range(2):\n",
    "        axes[i,j].hist(np.random.standard_normal(500),bins=50,color='black',alpha=0.5)\n",
    "fig.subplots_adjust(wspace=0,hspace=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b7e185ab-da1d-4db5-8190-fd5e8f9b42a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot()\n",
    "ax.plot(np.random.standard_normal(30).cumsum(),color='black',linestyle='dashed',marker='o');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a1704fbf-d01f-4664-837c-9bf2662f98d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2b1b3bbf520>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot()\n",
    "data= np.random.standard_normal(30).cumsum()\n",
    "ax.plot(data,color='black',linestyle='dashed',label='Default')\n",
    "ax.plot(data,color='black',linestyle='dashed',drawstyle='steps-post',label='steps-post');\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d1c7d019-c3b9-48bc-8493-5c6712c5f595",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'My first matplotlib plot'), None]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAG9CAYAAAA7u13VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAACGxUlEQVR4nO3dd3wT9f8H8Fd2ultKaRmFsmUJgrIEBMWJAxUXTsT5dYMbt18X+vWLE7fiRsUfft2ggqCCuNiyZI8WunfSJPf7I7nL3eWSJmlm+3o+Hj5ML9fLlbS5970/78/7oxMEQQARERFRAtLH+wSIiIiI/GGgQkRERAmLgQoRERElLAYqRERElLAYqBAREVHCYqBCRERECYuBChERESUsBipERESUsBioEBERUcJioEKUBBwOB26//XYUFhZCr9dj8uTJAACdTocHHnggrueWLC677DIUFRVF9JhvvfUWdDoddu7cKW0bP348xo8fL329dOlS6HQ6fPLJJxF9bS1FRUW47LLLov46RLHEQIUoBOKFSafT4aeffvJ5XhAEFBYWQqfT4dRTT43Y677xxht48sknMWXKFMybNw+33HJLxI4t9+KLL+Ktt96KyrFb4v3338ecOXPi9vqPPvooFi5cGLfXj7b9+/fjgQcewOrVq+N9KkQ+jPE+AaJkZLVa8f7772PMmDGK7T/++CP27t0Li8US0df74Ycf0LlzZ/z3v/9VbG9oaIDRGLk/4xdffBHt27dPuLvy999/H+vXr8fNN98cl9d/9NFHMWXKFCmTFciiRYuif0IRtn//fjz44IMoKirCkCFD4n06RArMqBCF4ZRTTsHHH38Mh8Oh2P7+++9j2LBhKCgoiOjrHTx4ENnZ2T7brVZrs4FKXV1dRM+FAjObzTCbzfE+DaJWg4EKURguuOAClJWVYfHixdI2u92OTz75BFOnTlXsKwgCioqKcMYZZ/gcp7GxEVlZWbj66qs1X2fnzp3Q6XRYsmQJNmzYIA07LV26FIBvjcoDDzwAnU6HjRs3YurUqcjJyZGyPsXFxZg2bRq6dOkCi8WCjh074owzzpDqK4qKirBhwwb8+OOP0uvIay38ndtTTz2FF154AT169EBqaipOOOEE7NmzB4Ig4OGHH0aXLl2QkpKCM844A+Xl5YpjfPbZZ5g0aRI6deoEi8WCnj174uGHH4bT6ZT2GT9+PL788kvs2rVLOi+x1kSs/5g/fz7uvvtuFBQUIC0tDaeffjr27Nnj99xFdXV1mDlzJgoLC2GxWNC3b1889dRTkC8qr9PpUFdXh3nz5kmvHyjjpK5RETmdzrDOUXxPN23ahHPPPReZmZnIzc3FTTfdhMbGxma/f/v27TjnnHPQrl07pKamYuTIkfjyyy+l55cuXYqjjjoKADBt2jTpZ0zEIUBqmzj0QxSGoqIijBo1Ch988AFOPvlkAMDXX3+NqqoqnH/++Xj22WelfXU6HS666CLMnj0b5eXlaNeunfTc559/jurqalx00UWar5OXl4d33nkHjzzyCGpra/HYY48BAPr16xfw/M455xz07t0bjz76qHTRPfvss7FhwwbccMMNKCoqwsGDB7F48WLs3r0bRUVFmDNnDm644Qakp6dj1qxZAID8/Pxm/y3ee+892O123HDDDSgvL8fs2bNx7rnn4thjj8XSpUtxxx13YNu2bXjuuedw66234o033pC+96233kJ6ejpmzJiB9PR0/PDDD7jvvvtQXV2NJ598EgAwa9YsVFVVYe/evdLQV3p6uuIcHnnkEeh0Otxxxx04ePAg5syZg4kTJ2L16tVISUnRPG9BEHD66adjyZIlmD59OoYMGYJvv/0Wt912G/bt2ye91jvvvIMrrrgCw4cPx1VXXQUA6NmzZ7P/LmrhnKPcueeei6KiIjz22GNYuXIlnn32WVRUVODtt9/2+z0lJSUYPXo06uvrceONNyI3Nxfz5s3D6aefjk8++QRnnnkm+vXrh4ceegj33XcfrrrqKowdOxYAMHr06JB/RqKoEIgoaG+++aYAQPjtt9+E559/XsjIyBDq6+sFQRCEc845R5gwYYIgCILQrVs3YdKkSdL3bd68WQAgzJ07V3G8008/XSgqKhJcLlfA1z3mmGOEAQMG+GwHINx///3S1/fff78AQLjgggsU+1VUVAgAhCeffDLg6wwYMEA45phjAu4j2rFjhwBAyMvLEyorK6Xtd911lwBAGDx4sNDU1CRtv+CCCwSz2Sw0NjZK28R/O7mrr75aSE1NVew3adIkoVu3bj77LlmyRAAgdO7cWaiurpa2f/TRRwIA4ZlnnpG2XXrppYpjLFy4UAAg/Pvf/1Ycc8qUKYJOpxO2bdsmbUtLSxMuvfRSn9cXfx927NghbTvmmGMU/4ahnKMW8T09/fTTFdv/9a9/CQCENWvWSNu6deumOM+bb75ZACAsX75c2lZTUyN0795dKCoqEpxOpyAIgvDbb78JAIQ333wz4LkQxQOHfojCdO6556KhoQFffPEFampq8MUXX/gM+4j69OmDESNG4L333pO2lZeX4+uvv8aFF14InU4X0XO75pprFF+npKTAbDZj6dKlqKioiOhrnXPOOcjKypK+HjFiBADgoosuUtTPjBgxAna7Hfv27VOcl6impgalpaUYO3Ys6uvrsWnTpqDP4ZJLLkFGRob09ZQpU9CxY0d89dVXfr/nq6++gsFgwI033qjYPnPmTAiCgK+//jro14/WOcpdd911iq9vuOEGAGj2Zxw+fLii6Ds9PR1XXXUVdu7ciY0bN4byIxDFBQMVojDl5eVh4sSJeP/99/Hpp5/C6XRiypQpfve/5JJL8PPPP2PXrl0AgI8//hhNTU24+OKLI35u3bt3V3xtsVjwxBNP4Ouvv0Z+fj7GjRuH2bNno7i4uMWv1bVrV8XXYtBSWFiouV0eKG3YsAFnnnkmsrKykJmZiby8PGkYrKqqKuhz6N27t+JrnU6HXr16KfqbqO3atQudOnVSBA+Ad1hNfJ8iJZxzDPT9PXv2hF6vb/Zn7Nu3r8/2aP2MRNHAQIWoBaZOnYqvv/4aL730Ek4++WTNmTmi888/HyaTScqqvPvuuzjyyCM1LyQtpVXzcPPNN2PLli147LHHYLVace+996Jfv37466+/WvRaBoMhpO2Cp2amsrISxxxzDNasWYOHHnoIn3/+ORYvXownnngCAOByuVp0Xq1dpLNwRImKgQpRC5x55pnQ6/VYuXKl32EfUbt27TBp0iS899572LVrF37++eeoZFMC6dmzJ2bOnIlFixZh/fr1sNvt+M9//iM9H8uL39KlS1FWVoa33noLN910E0499VRMnDgROTk5Pvs2d15bt25VfC0IArZt2xawE223bt2wf/9+1NTUKLaLQ07dunUL+vWDEc45Bvr+bdu2weVyNfszbt682We7+mdk0EOJjIEKUQukp6dj7ty5eOCBB3Daaac1u//FF1+MjRs34rbbboPBYMD5558fg7ME6uvrfaay9uzZExkZGbDZbNK2tLQ0VFZWxuScxIyLIJsKbLfb8eKLL/rsm5aWFnAo6O2331YEHJ988gkOHDggzcjScsopp8DpdOL5559XbP/vf/8LnU6n+N5I/LuEc45yL7zwguLr5557DgCa/RlXrVqFFStWSNvq6urwyiuvoKioCP379wfg/vkAxOy9JwoFpycTtdCll14a9L6TJk1Cbm4uPv74Y5x88sno0KFDFM/Ma8uWLTjuuONw7rnnon///jAajfi///s/lJSUKIKlYcOGYe7cufj3v/+NXr16oUOHDjj22GOjck6jR49GTk4OLr30Utx4443Q6XR45513FIGL/Lzmz5+PGTNm4KijjkJ6eroiMGzXrh3GjBmDadOmoaSkBHPmzEGvXr1w5ZVX+n390047DRMmTMCsWbOwc+dODB48GIsWLcJnn32Gm2++WTEFediwYfjuu+/w9NNPo1OnTujevbtUNByscM5RbseOHTj99NNx0kknYcWKFXj33XcxdepUDB482O/33HnnndIU+htvvBHt2rXDvHnzsGPHDixYsAB6vftetWfPnsjOzsZLL72EjIwMpKWlYcSIET61TkRxEc8pR0TJRj49ORD19GQ5cVrp+++/H/Trhjo9+dChQ4r9SktLheuuu0447LDDhLS0NCErK0sYMWKE8NFHHyn2Ky4uFiZNmiRkZGQIAAJOVRanJ6unPIvTcT/++GPFdq1/u59//lkYOXKkkJKSInTq1Em4/fbbhW+//VYAICxZskTar7a2Vpg6daqQnZ0tAJCmGYuv9cEHHwh33XWX0KFDByElJUWYNGmSsGvXLsXrq6cnC4J7qu4tt9widOrUSTCZTELv3r2FJ5980me6+KZNm4Rx48YJKSkpAgBpCnAo05ODOUct4nu6ceNGYcqUKUJGRoaQk5MjXH/99UJDQ4NiX/X0ZEEQhH/++UeYMmWKkJ2dLVitVmH48OHCF1984fM6n332mdC/f3/BaDRyqjIlFJ0gaNy+EFHU3HLLLXj99ddRXFyM1NTUeJ9OUlu6dCkmTJiAjz/+OOCMq2T2wAMP4MEHH8ShQ4fQvn37eJ8OUcyxRoUohhobG/Huu+/i7LPPZpBCRBQE1qgQxcDBgwfx3Xff4ZNPPkFZWRluuummeJ8SEVFSYKBCFAMbN27EhRdeiA4dOuDZZ5/FkCFD4n1KRERJgTUqRERElLBYo0JEREQJi4EKERERJaykr1FxuVzYv38/MjIy2AaaiIgoSQiCgJqaGnTq1ElqPqgl6QOV/fv3+6zSSkRERMlhz5496NKli9/nkz5QEZdo37NnDzIzM+N8NkRERBSM6upqFBYWStdxf5I+UBGHezIzMxmoEBERJZnmyjZYTEtEREQJi4EKERERJSwGKkRERJSwGKgQERFRwmKgQkRERAmLgQoRERElLAYqRERElLAYqBAREVHCYqBCRERECYuBChERESUsBipERESUsBioEBERUcJioEKUhARBiPcpEBHFBAMVoiQz7c1VOGnOcjQ5XfE+FSKiqGOgQpREahqbsGTzIWwuqcH2Q3XxPh0ioqhjoEKURHaV1UuPXZ7hnwa7E7U2B6oamvDDphI4mGkholbEGO8TIKLgyQOVersDgiDg/FdXYsehWmSnmrG7vB4PnTEAl4wqit9JEhFFEDMqRAmupLoRryz7B5X1dhyoapC219mc2FRcgzV7KlHd6MDucncQs2hDSbxOlYgo4phRIUpwl76xCpuKa/Dbzgr0yU+Xtl/yxipcNa6Hz/59CzJieXpERFHFjApRgttUXAMA+P7vElTWNymee2XZdp/90y28/yCi1oOBClGScAnwCVS02IMspl2zpxJnz/0FP20tbempERFFDQMVoiTy5boDze7T5AguUDnjhZ/xx64KPPv91paeFhFR1DBQIWplgsmoyDvb1toc0TwdIqIWYaBC1MoE07FWHpxkp5qieTpERC3CQIWolbEFMfRTUeetddHrdNE8HSKiFmGgQtQKZFi9M32anM0vWFheb5ceNzY5o3JORESRwECFqBW45pieuHJsdwCA3dF84FFeZ5MeNwaxPxFRvDBQIWoFbA4Xeue7G70Fk1GRT3NubOLaQESUuBioUFS5XALm/7Yb76zcFe9TSUrbD9X6bMvLsPhsK8i0wmxw/znbg6hRkdexHKhsCLAnEVF8sYUlRdWijcW4Y8E6AMC43u3RLTctzmeUXJ5fss1nW5ecFHx41UiY9Hr8U1qL5VtKcc6RXbB4o3uNn2CmJ8tnBtXZnfjotz0496jCyJ04EVGEMFChqNpf2Sg9PlRjY6ASoh83H/LZlm4xomeee82frrmpmNC3AwDAFEJGRb3P7QvWMlAhooTEoR+KKnm/jqqG5tu/k1e93YGyOrvPdovRoLm/2Rh8oKKuY2EvFSJKVAxUKKpqGr3BCQOV0BRXNWpuN/j5qzUZ3P1Qgmn4pt4nK4WBChElJgYqFFU1jcyohEsMVHp1SMcLU4dK2/01aLOIGRVZEPLdxhKs2VPps686UEkxGVBrcyha6xMRJQIGKhRVDFTCd8ATqBRkWjHp8I7Sdn+BilijIi5KuP1QLa54+3ec8cLPPvuqC25rGh0YeP+3uOvTdRE5dyKiSGGgQlFVLRv6OVCpPZRB2sT6HvWwjL+O92ZVRmVHaZ30nDpT0uRQfr3PM0X5w9/2hH/CRERRwECFokpeTPvlugOwsQtq0MTW9haT8s+0uYyKWEzrdHmDEXVTN3Hop0tOSmROlogoShioUFTJh35qbQ6s31eNcbOXYO7Sf+J4VsmhwROopJiUs3wMeu1ARWr45glCHLJARR4wAt5AJd3CDgVElNgYqFBUyWf9AMBDX2zE7vJ6PPHNpjidUfIQsyBWVaDS3NCPOPVY/m9fpwpU7AECFRbUElEiYaBCUSVmVMS7fa0ZKOT2285yXPjaSvyyrRSAd+hHnVHxN/Qj/hs7XQKcLsEnmyUnBjPpVt9AxdZMH5Y/dpXjf2v2B9yHiChSmPelqHE4Xai3uy+2nbKt2FlWr3je5nD6bV7WFp3z0goAQIrJiNG92kuBitWnRkX7+01G736/bi9DdYP/jIo4MyhNI6NSa3P4ZHFETpeAs+e6z/Pwzlkoas9Ow0QUXcyoUNTsqfAudqfVYfXTP/fF8nSSxuaSagDeGhUxaJg6oit0OuDqY3pqfp9Z1glu6mu/olqWUSmuVs64EmtUMrQClUaHzzbR3weqpccV9b7vKRFRpDFQoag4WNOICU8tBeBuRFajcfF7ZwVXVNYizt5pVAUqj0weiL8fOkla58f3+5SpFnkW5aYPV2Pu0n9Q3diE7/8uQZ3d/ZxWjYrWeyWSByrNDREREUUCAxWKqH2VDXA4XVi+pVTalmE14d+TBwIAZp99OJ674AgAwPbSWjiCaPfeFsg7xYq1rA2eYlqxRkWn0/kdkhGfl2tUBRJPLdqMq9/+A9Pn/Y6V28sBaNeobC+t9fsaYvAEuNciIiKKNgYqFDE/byvF0Y//gOnzfldsz7QacdHIbvjr3uNx7lGFmDSoIyxGPRqbXIrVlduyBlkA4PJEKuqMSqjkQQXgfh9WbC9TbDMbfT8C/txV4feY8iyKWH9ERBRNDFQoYt78eScA4McthxTbLZ4LbU6aGQCg1+ukbqvVjWyrDwANsov+rrJ6CILgnfVjDu/PVBz6ufG43gC0V1XuoVEMu13W0VZNEajYGKgQUfQxUKEI8vbfeH/VbumxUWOaSoZnyCFQPURb0qDKTrz+0w6s3VsFALCGOTOqrNZd7No52woAqNPIgGRaTbh2vLI491CNze8xlRkVvndEFH0MVChiZI1Q8Yds+ECrk2qG1Z1RUTeEa6saVMM0//7ybwDuqciDC7PDOmZprTvgyMuw+N2nR146slVrCWkFKoIgYE95Pd7/1VsArRX4EBFFGvuoUMT462jKjErz1IGKaEzvPM1eJ8EQp4T7q3Fpl2ZGfqZFmmUk/74mpwsmgx4b9ldh+6E6vLp8u5Thkc6ZgQoRxQAzKhQx/hqv6wMEKuqOqW1Vo5+LvjrbEY4Uk0GaaSXXMy8NOp0OZw3tjPbpZpw+uJMUVC7eWAIAmPTsT7jhg798ghQA0hRnIqJoimqgsmzZMpx22mno1KkTdDodFi5cqHheEATcd9996NixI1JSUjBx4kRs3bo1mqdEUSIIApZuPqT5nEGj5XuGhUM/cv4yKpkpLU96Wk0GnDa4E1675EjF9s7Z7pWTs1PNWHnXcXjm/CE4pk8eAODpxVtwz8J1AY/LYloiioWoBip1dXUYPHgwXnjhBc3nZ8+ejWeffRYvvfQSfv31V6SlpeHEE09EYyOnrCYb9UwfOaOBQz+BfLexBKt2uvuajOjeTgogAHexa0uJQz9ZqcpjdZS9jtGgh06nw/H98wEA2w7W4t2VuxFIvZ/giogokqJao3LyySfj5JNP1nxOEATMmTMH99xzD8444wwAwNtvv438/HwsXLgQ559/fjRPjSJs20H/TcK0imnFuou2PvSzp7weV7zt7TuTYjYgN92MfZXu5QeyQhz6mdgvH9/9XaLYJjaMUy9u2EkWqIhy0/0X3qrVt/H3johiI241Kjt27EBxcTEmTpwobcvKysKIESOwYsUKv99ns9lQXV2t+I/iL1DB510n9/PZlmp2XzTbekHmLtVCjalmA3I9/WYAIDPEQOXli4ehg2qWj7ioofhvLuql0Yq/ney1m8OGb0QUC3ELVIqLiwEA+fn5iu35+fnSc1oee+wxZGVlSf8VFhZG9Txbm7lL/8EpzyxHVX1ka0PUF0EAuPzo7tj40InoW5Dhd/+2frE7WKMc5rSaDChslyp9nRdChgNwZ696dVAGIOLQT/f2aYogZojGtOf26cEHKvJiWqdL8OmES0QUCUk36+euu+5CVVWV9N+ePXvifUpJ5YlvNmHjgWq89cvOiB7X4fSd8zP5iE5INWtnWlI829t6ncNBVc+SFJMBR/dqL309ulduyMd86IwBiq+tsrWCfrrjWIzp1R7Xju+JFI3gMieEjMravVX4zjM7aPILP+OYJ5cwWCGiiItboFJQUAAAKClRjqeXlJRIz2mxWCzIzMxU/EehszvdF5SXf/wHox/7HnvK65v5juaO59ueXSvLon7O37TctqKkWplRSTEZcHy/fNx4XG+8eOFQv4FeIL06ZKBLjm/9CeBe2+fdK0bgjpMO03w+LcTXu+Lt31Faa8O6fVUoqbZhdwt/j4iI1OIWqHTv3h0FBQX4/vvvpW3V1dX49ddfMWrUqHidVpvxxdoDAIDHvt6E/VWNeGrR5hYdz6ZxJ50S4KIn3s3XN7XtgsyqBuUQXIrZAL1ehxnH98EpgzqGfVytDFcwDHodLBoLFQLAVeN6aG7fXFwjPdaomyYiapGozvqpra3Ftm3bpK937NiB1atXo127dujatStuvvlm/Pvf/0bv3r3RvXt33HvvvejUqRMmT54czdNqsxyyrMeusnqskzXxaklRq8sl4IHPN/psL8i0+v2eVBNrVADfFY7DXSlZrUkjwxWsNIsRNofdZ/tZQzvjpuN6Y/2+Kpz3ykpp+98HvAXtNo2FD4mIWiKqgcrvv/+OCRMmSF/PmDEDAHDppZfirbfewu233466ujpcddVVqKysxJgxY/DNN9/AavV/gaPwqacC7yzzrpLrdIV3Bw4Av+4oV3x91tDOeGTyIM1pySJxSKMtz/oRBMEnUFNPIQ6X1lBcsPydg8mgR5rFiD75yuJoeUalKcxMDhGRP1ENVMaPH+93/RfAXdz30EMP4aGHHormaZCHurmaPJBweAKVOpsDZqPeZ/2XQBpkwzcXjeyKf08e1Oz3pJjdx2+rGZW1eytxyRurUFnvO/QTCS3LqPieQ5ecFBTmpHqeV35sbC7xBip2ZlSIKMKSbtYPhU8dqMizKLU2B15Ysg0D7v8WpzyzPOzXCPZCJdav+Gsd39rdMn+1T5ACBC5ADoU5hEBTTau26PuZx8DsqV0xG/WKdvzyjAoDFSKKNAYqbYh6XZ27/8+7lssfuyrw5LfugtqtAbrMapFnRRqbgrtQpXkuyHaHC+V1vvUQrd0h1bRkUaQ69b5yyZHIy7Bg7oVDQ/5es8aSBxajMoCa2D8fh3n648jrUlqSySEi0sJApQ1RZ1QCrbMTaMgu0HFtjuAyJFkpJulCt/CvfUG/VmtR7effvqus2VtLjOyRi99mTcTJYcwcUtcWXTm2u+Z+WusQsZiWiCItqjUqlFhqbMF3o7U5XEHPQKlVBCrBXah0Oh2O6ZuHTcU12FPB3hsvXjgUDpeAMbJmb/Fi1HvvXzY8eKLf5RG0VnZmRoWIIo2BShtSG8JKxY1NzqADFfmQki3IoR8A6JDhnt3lbxikLenfMRNF7dPifRoAINWiAIHXcMpN823vzxoVIoo0Dv20If6GG7SEksKvkdVVjOoZfMt3cd0ZBiqRm+0TCUO7Zge1X0GWbxsBZlSIKNIYqLQhYi3J0UGsHxPKmi31Nve+nbNTcPUx2t1LteS14UDFqKoDiVSjt0iYdnR3DCnMxgXDAy/4qRWotKR/CxGRFgYqbYg4RHNkt3Z46aLAs0GCnb0DeO+iLx3dzWd2SCDiSr1lbXDWj16nDFQi1egtEtIsRiy87mg8dtbhAfeTT4GedLi7aJdDP0QUaaxRaUPEqa8ZVmOzi90FO3sHAGyeQCXU3h1iFiGU12oNBEGQMg9Wkx6Pn3W4oi4kWUzsn48e7dMwtnd7aYo6MypEFGkMVFoJl0uAvpkV4cShnwyrUbP7qFxIGRXPXbQpxIutmH1pbHJBEATodG1jRTt5m/lf75qIrFTfab7JICvFhB9uHQ8AmOXpycOMChFFWvLdxpGPD1btxpCHFmHxxpKA+4nr6qSYjTAbvIHKdzPG4Znzhyj2bWxyosnpCqpWRbyLDqXtPgBYTN7929KduPxnTcZMihbxvWcxLRFFWuv4lGzjXlu+HdWNDlz59u8B92v0DLFYjXq4ZA3dinLTMKqHssC2scmJk+Ysw/gnlzY7NCNenCwhXnStsnqWttQorMnR+gIV8b1nRoWIIo1DP62AvIlsoCEUcTjHYjKgX8dMdMtNRYcMC4wGvU8RbHF1I/455F5deW9FA3rmpft9/SaH+wRCzaiYDDrodO7ztzW5gDayaLaYUTHodQFXmE4mYsDVlgJOIooNBiqtgLwpV43NodnaHPAWrVqNepiNenw34xgYPEFNZooRkwZ1xJfrDgAA/j7gXWjOXzf9vRX12F1eH3YxrU6ng8WoR2OT/yEmQRDw6Fd/Y92+Kjx8xkD0zs8I6TUSkZh1aMnCgYlG/J2rbgi++zERUTAYqLQC8mGcslq7/0BFllEBlBkQnU6HFy4cCte7f+Dr9cXYuL9Kes5fEDHmiSWKr0MtpgXcBbWNTS6fO/E95fXYUVqHNIsRry7fAQA4/r/LsPPxSSG/RqJZub0s3qcQcdmeguAKjRWhiYhagoFKKyBfvbi01obuflqxiwGH1eQ/oBCDnB2lddI2rRoVrUULTRqr7jbHIg0ZeF/D6RIwdrY7CLpkVLeQj5nobvtkLQCgIYSmeokuO9XdE6eyPnBPnEM1NggQpOUTiIiaw0ClFai3e1vYl9X67/IqZi2sAZqyZVjdvxLydvta6/dUatw5h1pMC8h7qXhf48/dFdLjD1btDvmYiay19ozJ8WRUKgMM/dgdLhz1yHcAgC3/PrnVFBITUXTxk6IVkGdU5I/VxIyKJVBGJcV32KhR4+K6v6rBZ1uoxbSAN7iRDy8VVzVKj+U9R1qDbQdr430KUSFmVCoCdBmWr5Jdawt+3SkiatsYqCQ5QRAUwYm/Rm0OpwsOl/uiH0xGRU7rmAcqG322hXOHLAZN8oxKdaP2XXkitZkPV1UrLTYVa1SqGx1w+OmlsrfCG9y21swSEUUeh36SnN3pgtPlzTr4uwA0ygKBQAvgaRXiah3zQMQyKp6hH1kwVONnledkbwr35s878N3fgZvyJat2qWZYjHrYHC7sq2xAt1zfOqnd5d6MitZwIhGRFmZUklyDaqhHnv14Z+UunPnizyivs8MmG1oJVEuiOfSjlVGp0siohBGoWE2+xbT+prg6XYIiKEsmjU1OPPj5Rvy8rfXN+AEAvV4nFXFv9xRiNzY58eOWQ9KwXqlslWz2WyGiYDFQSXJ1qkBFfsG/d+F6/LW7Esf9Z6mUUTEb9AHXBNIe+tHKqLgDlQGdMqVtYQ39eDIq8oDL39APkLwt2tUBJQCfZQuSXZEni7LTE6jc99l6XPrGKtz32XoAyt+jYJZmICICGKgkvQa7cphE6061or4JP2w6CCBwIS2gPSyklVERC17H9GovbQtn6Cfd06xOXlzpb+gHSN7hH/VU5BMH5OOMIZ3jdDbR0SHTAsBbUPvR73sV/5f/GzCjQkTBYo1KklPP8mlscsLlEnDNu38otv+8tRQA0C7NHPB4WsM3WjUqdZ4AqUOmtx9GOH1UxAyOPDgJ1N00WdeSUQcqraEwWC1NCjq1syUNdmZUiCh0zKgkuTqbeujHhTV7K7FItZLy5hJ3S/w+zbSg1xq+0cqoiBeaHrLmcuFcfDM8xbvyjEp1gIxKaxn6CVTQnKzSzO6fqc7m0KwlYkaFiMLBjEqSa2hSXtT93amKnWb75PtfXBDQLrR9d+UunHp4RwzsnCV7HfeFJjPFhD/umQgAMIYx9OPNqHizKK0xo6J+XxxJWhQciJhRWbO3EoMfXOTzPGtUiCgczKgkOfXQj83hgt7P6skAkJ8ZuHW5VqBSa3Pg1Od+UmyTt+PPTbcgN90S7CkraA39BKxRSdJART30U9cKG56Jgcqm4hrNhm7MqBBROBioJIlHvtyIk+Ys87kA1KuHfpqcAQtOszSmH8tZAjSDk7fqFy86La21EItpf9paKv1sgWb9JGox7e6yeuyR9QkRffLHXny3sQRXzPtdsb01dmZNtwRO0LJGhYjCwUAlCTQ5XXh1+Q5sKq7Bsi2HFM/Va8z6CXQRaC5QCTTFWNFZ1DP009JaC7FGpcbmwIWvrkST0xVwGYBEzKg02J0Y9+QSjJ29RNGVdf2+Ktz68Rpc8fbvPhmE1phRSTUH/l1okNU6MaNCRMFioJIEtngKYQHfWTn1nqBEvJu1NbkCdv1sSaAiZgycLkHKbLQ0UMmU9W1Zs7cKtQGGfYDEXPunpNrb/E4+vCHfrja6Z3u/zyWrQBkVeeM3IDEyKg12J3aX+WbBiCixMFBJAmv2VEmP6+zaQz85ae4ApNHhDHi32lygYgjQDK7c0x9DfpGxNtOXpTnq6dKBhn2AxMyoyBdtlJ9fhcYK0wDw8BkDcP2xvaJ+XrGWFiBQufSNVYqhnye/3Rz3IOHkZ5Zh3JNLsH5fVfM7E1HcMFBJAmv3VkqPP1i1G8Mf+Q5/7CoH4C2mFQOQJqeg6HvSXlXk2lygEoiYRVEEKgFqWoKhDlTEQlp/7fgTcXpydYM3eJQHiaW1Np99U0wGXDyqqFVOT+6ZF3hGWWWDcmXlu/5vbTRPp1k7PYHSN+uL43oeRBQYA5UksGF/tfR45fZyHKyx4b7PNgDwTk8WFxN0OF3SxXJiv3w8OeVwxbG01vIJljikJLXjNwZuxx+M7FRloCIOnWSlKs9TrH84VON78Y83+YrI8kClzBOoXDGmO768cQwGF2bjlUuGxfz8YsVs1OP//jXa7/Pqfjwl1YnxXgpIvOFEIvJioJLgBEGQeqDIiXfkYsM3MVPicAnSAoQWk16xdk9umjmsNvci8SIspvCtYazto6YeaqryDJdkqtYcGtYtBwDwx66KFr9mpFUrAhVvtkkMqtpnWDCgUxY+u+5ojO2dF/Pzi6Uhhdl4+eJhOGdYF9x7an98N2Oc330dCZgdo+TncLpwxbzf8MD/NsT7VChCGKgkuNJau+ZU1sKcFADeoR8xIGmSZVQsRr00qwZovoeKlrkXDpUeixdhcegnpZlZHuE46Lm4qzM/R3R1ByrbDtVG/DVbSp5RkWcN9nhmSXXxvFdtgU6nw4kDCvDkOYMxfUx3dMpW/uwds7y/g/FqerftYK2iPkZgQqVV+fmfMnz390G89ctOCHxzWwUGKgluT4V2waEYJPgO/QiyQMWgyKgUZIUWqOh1wMmDOmL6mO4AvBkVm2zoJxLumdRPelzsmSmTZlZmVLI9gYvWKsTxJhYZA5CyWQCw2zNLqmu71JifU6JQ1zAdVuBdwkGrzX64gq1d2lNej5PmLMOZL/4sbeOlrHXZIbuZ0Vr+g5IPA5UEsmpHOdbtVc5A8NdOXvwD9B36cUmZD3dGxXvBzw6xPmVQl2zpOIC3RkW8KPgreA3VFWN7SK39xcJhdbGp+HMkwrRWtfX7ve+ZfHhMHPrp1i5N8/vaAr1ep/g96ROFQGXW/63D0IcXSyt6B/J/f+2DwyWgrM7e7L6UnLbLhsprbIFnEVJyYKCSIMpqbTj35RU47fmfFOlKfx1MxcyC+P9M+awfT0BhMekVmYmhnjqP5lwwvBAmgw6PnzXIfRzPXbEYAEmBSgtn/MiN7JELAFi62d3QTj2slKiBissl4K/dldLXYqAiZoZSzQafwuC2Rj6FvTDHm12K1NDPe7/uRk2jA++u3BVwvz3l9Xh68Raf7RwdaF2We1aKB3wXbaXkxEAlQRyQ3Q3KZ47U+pmuK/buqBeHflLcF3KnSzn0o9frcN2Enpg8pBPOO6owqHN59MxB+Ou+E9CvY6b7OJ4LjXhcsVeI2dCyGT9y6nNLNRnw7AVHSF+LtTbqNXPibUdZnWrWj/v8xKnJeRnhrYHUmuhka0+1T/fO8op0Ma2xmd/Hu/9vneZ2zvpJbJ+t3oeJT/+Id1bsbHbfxianYvJBcw0kKTkwUEkQ8jF2eWdZMaPSpZ2yKFHMpNTb1H1UvC3oxXV4bjvxMMw5/4igZ/zodDpFl1Fp6MehHPppyQwitQGdshTDVClmA46UZYDE80mUMef5v+3GqMe+x/zf9ii2L/hjLxxOF0rFGT9hLtbYmsiXeZBPR29scrW42FE+fNTc72M5h3sSjiAIza57dfsna7HtYC0e/3pTs8dTZ1w59NM6MFBJEPIL8IYD3poHsQGaPGUOeHuZiEGJVEzrEqQC2+bWXgmWWapRcb9WpItpRfLgyGoyKM5frFlpaHImRCX/HQvW4UBVI15Ztl2xfcnmQ5i3YhcO1YqBilnr29sU+bIHw7rloGeeu2bH7nS1OPCU13A1VzPlr8W/MwGXZWgrbp6/GgPv/xZbS2rgcLpw/ft/4qUf/5GeFwRvhrguiEJ69e8Th35aBwYqCUJ+VzH11V99theqMiqNdidcLkEaChFrVJwuQfrjjNT0YW+NiphRcX+wRzKjAijP12zUIzvVjPOPKsTZQ7ugU7Z3xlK8F7TT6msj99nqfcyo+GEy6PHdjGOk/jnqbrWhqpQFKs2trJ1h1Q5UEnVF7rbgs9X7AQBv/LwDq3aU44u1B/D415ukrK16GYrmlthQDw3XMqPSKgRel51ipsbPH6A4xlqg6oHS6HAq/ijlrfHFY0Uqo+Id+lEX00Y2UKmUfSiZPBeyx88+XPGagDu9G88W9K8t3x7weYdTkFaaVvcRacvEoTydToesFBPK6+yoamhCx6zw/40q672BTnMrUst7CskFWsSTYkOn0ylWTd9aUov+nTLx6/YyxX77KxuQWeC/OF099MMaldaBGZUE4W+cVtyebjHiP+cMxqRBHQG4a1Tkf9jytHZ1Y2SHftQ1Kt5i2sj++sg/ZCYf0VnxnMmgh9ETvMS7oLZSY7FBiyxoc7oE7ChzZ12Kctvu1GTRyxcPw/H98/HSxd7lA8Sp8lV+Fm4MVmmtN1Cpb2ZoQP43kiILdJlRiT8dlGtjbT3oXjH+K9U6TM3VGfnWqDBQaQ0YqCSIGj+Rv1iImGo24uxhXTDjhD4A3H+QYkFtqtmgGIbZdtDd8CjFFJmEmUWsD7ErMyqmCM76AZQfMoUaTdLEi0u8C2q1pkiLASTg7lS70zM8VNS+7TZ7E504oACvXnKkYhhMHKqs8tMnKFh7ZQ0R6+2BL0ryadI98rwBpHzZA4oPnU65jpcYdJZUK3vjNNfwUX0T01yWjZIDA5UEoc6oOKSVir09UQBvUWmjw4U6uzdzohU0RCqjIt79ioWL9igN/TTXVsNqVgZM8aJ1l3b6kE64bkJPAO4eKhX1TTAZdOjRPvCKwm2VOFRZ2eJApUF63FyxpZg4GdQ5Cz1kKz37u0mg2NFBJxWgA97C/TLVCuTN1aioh/E49NM6MFBJEBWqlKYYDIj9UsQARcwq2B0uKbhJMRug0+l8FviLVKDSLs09c6XcUw8gDv1Eupi2OeIdcWOc74C1Lmx5GRbcekJfxZDC4C7ZUVkPqTXITlUGv+GSZ1SaG0Zyuty/txP65imGgX7bWc477ziwy4ri1RkVcVaj2EFYXIbilvlrAt6ocOindWKgkiBKVXcOYiZF/L8YqMjT15+vcVfMi91njapAJVIXyRxPoNLY5EKD3Sl1AI10RkVcB0aelpeThn7inVHRuKvrmZcOnU6nWIDwcM8SBOQrK0JDP/LvX7OnMmATuSZPys6g12P6mCJpe2OTCzvLAs/kosiTBxw6KAMVW5MLv2wrlerB5H9Xv/xTio9/34NL3lgl/S26PO8th35aJwYqCaCxySnVlYimz/sNgDcFavUEBfJF3t5e4Q4YxIBEneFIidDMmDRZwPPsD1ulAkZ1YNRSr1x8JC4Z1Q3zpg3XfF7eSyVSSqob8dFve0Jqza+VURHPLVvWLr9nBxbS+iMGKs/9sK3Zhl+ByOuVamyOgFPHxX4pRoMOvTpkYM39J6Ao132nrv77o+gTu2oD7v5PB+WBisOJ13/aIX0tz4A1NDlx2ydrsWzLIQx6YBEe+XIjBj+4CHO+24IZH61RvMa3G0qCXrCSEhcDlTirszlw6nM/YWeZcpVkcf0YcaaNeCHUawQH4hCP+gM/M8RFCP2Rt0Cfu9TbjKm5WRah6pqbiofOGKhZSAvI6nMiWEx7wasrcfuCtfjPos3SthX/lOGmD//SnGGg1UnzqXMGS4/TZB+orE/xL1W2BtWPnvWdwqEOMAPVMIhrC4kBdlaKSXq/bvpwdcKtI9XayT8/3vt1t7TaOOD+GxeHv4cUZiuCjdIaZfb51eU7UGNzYM53W6Vt8purRRtKIn7uFFsMVOJkT3k9nvluKz79a1/AuznxwzNQ3xD5h77ozpMPi2gNSa8OvhfdlqbtQ5UShYzK9kPuO/D/eYbRAHfw8tnq/ZilsTZMvd3ps+rvGUM6SY/li0AWZCl735BXcZW3CLYla+2om/8FKox1eGpU5LVc8gtgc4WaFFmBak1sDifKPJnbmyb2VkwhlxdQ+yMf9i6ubn5VbUpsDFTi5NyXV+C/323BvQvX+92nos4uC1T8v1VaRbMdI3yRfPOyo3y2xTpQkYppo3DnW1JtwyvL/lFs+3p9MabM/QXf/12CersDTpegeSGUB4TygDLTTydUAs4a2kV63JI1eMTfBX9ZRTl1RgVwN+cTqQNQiq5A75XN4ZKmJudnWBWFt1+reqtoGdc7T3ocqUkFFD8MVOJEvlqyPxe+9qtU/R4oo6K1hkmk6lNEhe1Sce6RXRTbtBqfRZO3j0p0UvSPfuW76Nnvuyowfd7vGP7I97jszVV+OwiL5OsQ+euESsDgwmyM7d0egLJpW6jE3wWxR0ug6ajeGhXvx548I9PkYKASS+oeKXINdqc046dDpkXxPu2rbD6j0j7DgtMGd5KORcmNgUoCOXlggeLrjQeqpbs8eRGtWrrGnXs0psWeNbSLIksw7eiiiL9GIFZV47lYqrU5sHxrqTTdMT/Tgon9OuDeU/sr9nPI7sojPSuqtTmiq7ulfnmdrZk9/RPrlcTFH0PNqMiHFOxOXtBiKVCgIl8DKs1sxN2n9Avp2FajXpqAEO92BtRyzE0niDG92uOpcwb7TWtaAgz9pHvqIq4e1wMve1bztQQIbMI1skcu1tx/ApqcAnaW1aG3Rt1KNHmb3UXvg0fdz0btYLX7otouzYLXLvUdDuPwQfByPdPey8LMqAiCIP0u5GW4MyrVIdao2GTZuXgvdtnWFFf5D1Dlw8oWox4je+Ri3QMnYOSj3we1irLVbJBu1uLdzoBajrd8CeLEAfmKGSNqlgB352JG5Zbj+0jbxA/lSNPpdDAb9eiTn6GYDRQL3oxK9C4oRzy8OODz17z7BwDA38zsaP27t0a5nixIWZg1KnanC+JIW1BDPy7v9GTRQ2cMlB43ORlkxlJJjTujMkP2uSUSAxWzUS/NdMywmpCiMXFAi9Vo8A4VMwBNegxU4kCrKVWgqcRZKaaAQYFYoyKvYwkU2CSrlChkVNSrUgdrw/5qze1Gfev7d4+W3DR3cKFukx4s+TR1MVAJVEMkFs7K36PJR3SWprLaeUGLKbErsbyZm0jsMmxVfY4FWxhrNRl81iij5MVP1Tj49M99PttyUt13l29fPhxnHtEZR/fKlZ6bc94Qxb7f3DxW8XWGrG7knkn9cP5RhRjqGf9vTVLMnjHnCH7whLtyrr+Mym0n9kX7dAvuOOmwFpxV2yBmVMKd9SMO2+h07oJLIPDaQWK2S92osEuOu28PA5XYqpcWVfXNkohDeOpJBIEClbemeYdiU8z6qLQzoPhgjUocPL9km8+2AZ0yAQDj+uRhXJ887Cqrw72fbcBNx/XCsG7tFPsW5So7nqZbvNmYK8b2iMIZJ4Zo1KiEO4No7kXDNLcXtU/Db7OOi/mwWDISa1Qq6ptQZ3MEHPrUIi0vYTSgnSfQD1Rj5JBa6CvfG7HomR1MY6verpxarkUdqASqAZOvzm3U65ESxXYGFFvMqMTBkUXKbEfn7BTkyv7IAKBbbhrevny4T5AC+LbK15r10xpFY9ZPOAWUpx7eEScOKPD7PIOU4GSnmqXM1ID7v8XSzQc195v/22488c0mxdRvQL5gp15aj0pcOFOLeJFT//2IgQqLaWOr3rP6e5rFf6CiHsIO1LspSzZ8rtfpZJ2sGagkOwYqcaAu2uusMUYbiEGvUww95KS2jX4dkV7rx+F0hTVLJytCSxO0dQa9TpFFueH9v3z2aWxy4o4F6zB36T8+HZzlXZvFFb4D9fYRa1TUGRWTp7g23GFACk+dzf/Qj0idUTkUoJ5JXuen03lbNERyyQ2KDwYqcaBe0VPsAREK+fU1P8yC0GSTEuG1fuSzAUJZYDG7jQSGsZDWzCyOdfuqpMfqAF++srhY41VZb/cbfPqrUTF7pvI3MaMSU2JGJdVs8Fvzpe7ILU+q/X7PRNx4bC/pa/UQkhjkiK9DyYuBShyop1CKsx/CFahrbWuSIvvg2VFa5zMUEKpqWRr58xvGBP19zKhETqC0v83hxGVvrJK+VtcmiRkVi1EvBY8uwf/MH781Kp6hIGZUYsflEqTMaKrZiPevHImi3FTMnnK4Yj/1Z5s4S69/x0y0T7fgXxN6oXeHdBxVlKMY0jPoddIkg0C9dSg5MFCJsYM1jVi1s1yxLTXAh3VzQskEJDvx7mpLSS0mPLUU837ZCcA9lfHDVbtDXlTunZW7pOP265iJDhnegPGFqUPRv2Omn/NoG4FhLMiHftRh53srdyuae6lrDeRDPyaDXgo4/K3q7e2joq5R8Qz9MKMSlPI6O06aswwv//hP8zv7sWhjsZQdSbMYMLJHLpbeNgHH98tX7KduXPnmtKNw9tAueOUSdzG71WTAolvGYf5VowAA5x1ZiH4dMzG+b550Q1Ed4zXJKPISIlB54YUXUFRUBKvVihEjRmDVqlXNf1OSOuWZn3y2mVrQe0Mcm28L1AHCU4u2AABu/WQN7vx0HW7+cHVIxxNniBx7WAcAwONnD4LZqMeTUw7HpMM74qubxmJcnzyf7wu0Qi+FJtCMjx2ldYqvfQIVaR0sveL/LyzZpllA6e2jop1R4ayf4Ly4ZBs2Fdfgsa9918YK1jXv/ik9li8Pou7ArR766dcxE/85d7A0pRxwF6+LTeGemHI4vr5pLCxGAzI9a23FevFUiry4Byrz58/HjBkzcP/99+PPP//E4MGDceKJJ+LgQe0ZAMmuVFYMdsdJh+G4wzrg8jHdwz6eerZQa6YOVFyeW7LFG0sAAD9sCu13Rly356gi98yqYw/Lx4YHT8Q5RxZK+5gNvn8iI3vk+myj8GgtqClSD9Goa5PkGRXAWzz53q+7cdU7f/gcT5zVw1k/LRNoPaVgyYNFveyx+u+tJSsfZ3mGA20OF2f+JLm4BypPP/00rrzySkybNg39+/fHSy+9hNTUVLzxxhvxPrWom3xEJ7x+2VEtyoqEU4ibrNQLLYqp/HAX/xOLmuXDD+qLmHx65AdXjsTH14zCsG6tr5levMhnfKhrjtSZD/XFRmz4Jt6Ry4+1bMshxb6v/7RDuklQB0fie86hn+BEYqkBsSHlRNVQj9GgV7zvhbLMSajSzUaInQJCHRamxBLXQMVut+OPP/7AxIkTpW16vR4TJ07EihUrNL/HZrOhurpa8V80HKqx4br3/8SBquaXFA+WSzUboWNWaNOStbSpoR9VQCJmVMKZnt3Y5MTeCvd7mxHgrl4eBHXJSZGyLxQZKQHqfdTT0H0zKuqhH+WxDtY04p2Vu/Dhqt14+IuN0nZ1Aa94187ZIcFxRmA9K3E45rLRRT7Pyd/HHnnhL3yq1+uk4Z/qBr63ySyugUppaSmcTify85VRdX5+PoqLtVcRfuyxx5CVlSX9V1hYqLlfS92xYC2+XHsAM+avidgx62UfvMtumxCRY47p1T4ix0kG/jIq4tRUANhSUtPscR796m8cdu83Ul+OQB1RTbIF7AKtYE3hkS8QqKZuhx+omBaA1IlUNH/VHty7cD3u/HSdYrv6/ZaaxdXxrjsYDtUNVzi9iCob3PVhWlP95TcHPTuk+TwfiswU93vNOpXklnSfvHfddReqqqqk//bs2ROV15k1qR8AYMX2soALnYVCHGrQ64DCdi3Lpnxz81g8cuZATBnWJRKnlhSsRnWNivv/HWR9ZP795d/NHueVZdsVXwcKVHTwXkg52yfyjpCtSaVXdfStVHWZ9cmwOLRrVETirC41dbdTbyv/8NYcamvkgcnCv/ZhwP3f4Pu/S0I6hhg4aE31l7dvUC8XEiopo8Khn6QW10Clffv2MBgMKClR/pKXlJSgoEC7RbnFYkFmZqbiv2jomZcu/REdqGps8fHqbA6c97J7OCvNbGxxm/XDCjJx4Yhubapdu16v01wVOk12gVovaxAWrIwASxAIskmzrXFF6nibMqwLFlzrnlqq7mMiDs31zc8A4K1JEYlDP2KmSz2MdLBGu4up+m9GzMiFuzhiWyPPqNw8fzUam1yYPu/3oL+/sckpvXdaq8bLfw9aenPAKcqtQ1w/ec1mM4YNG4bvv/9e2uZyufD9999j1KhRcTwzt45Z7jv1/ZXh16k0OV2otTnw2er92FlWD8A724RCp5X9kE8rrWpoCrkRXKCMyqAu2QDcH3haM4Co5cSCSfn72OR0eQOVAneg0qgqdt1d7v57EjNt4RZVt3QV57bG0cJp3GLQoNdp14cd3iULADCyR8vrwbw1KgxUklncV7ObMWMGLr30Uhx55JEYPnw45syZg7q6OkybNi3ep4ZO2SnYVFzToozKlJdWYM2eShxVxJkikZBmMaBc2V5DMQvB6RJQZ3cGnPaqlhkgo3LRiK7oV5CB7FRzm8pexZI468YluN8/g16H7Yfq4HQJsJr06NrOHcg0qJq/idPSxbtyW5hLK+QEsfIyealrVEQul6CYauzP7G83AwAyrCbN/Z89/wj8sOkgThrof+HPYIkZFdaoJLe4ByrnnXceDh06hPvuuw/FxcUYMmQIvvnmG58C23jIz3T3KDlY7X8hrOas2VMJAPhtZ0UkTqnN01obxqGahVDV0BRSoJJh9T9rSKfT4UjO9IkqeSakyemCQW/AR7+7a8+OKmrnTd/L6gzKZEHFlKHuOq2sMNdgEn9X6tlrIyBBEDBr4Xos31qq+XxFvT2ovk6f/LEXgP/goah9Wot6S8mJxbRso5/c4h6oAMD111+P66+/Pt6n4SMrxX2nFclofHCXLEw5MjozldoC7aEf5R1eVX0TOmdrFyu3dH0gijx57xq70wWryYBdZe602QkDCqQaJPnQjFhwmZtmlgKUC0d0w97yBtxwXC9sLq7RLKwu0FjAU2zT7nQJcDhdPi32yW3dviq8/+tuv8+X1jYfqLR02ChUUkYlwKralPj4FxmA2J9DnEoXKnVL7o5ZVnx2/RhcPLJbi8+trdLqVKn+8AsUWKqDmi45Le9lQy0jnwIurmAsLlOQnWKSegWV1soCFZv7PU6XDdsN65aDj64ZhbG983DF2B4Y2jVb8TpWk15z8Un5tPPW2J3W6RLwr/f+wH8Xb2nRccSaIH8+WLXbp1eUWp2fdZiiRRwWDPcznBIDA5UAxDn+4Ubj6r4PdSyibTH1kI4gCD5j5nsq/H+gylfgnXl8H8y/Ov5F222dTqeTghUxkBQDlQyrEe09d+llsuUnxOcDDfF9dLWyi/B5RxYiL8P3jl9eJN0aA5Vf/inFV+uK8cz3W1t0nOJmavXe+mUnlm4JvIxFrD8DpfojZlSSGgOVAMShH3XjqWCp+z6E0ReJVNRDP7d/sla6uPXzrHb8f3/uk56vamjCde/9iUUb3A0E5QWX1x/by+8QEcWWSbUwYI0nY5JhNSlm5YhDd3U2999WoEDFaNArmgFqBSmAe9q7GKzYHK2vTkXelbUlQ58l1c1PKli3N3CncHlWRlwMNJpy0zijqzVgoBKAmFEJtxGUehYCV2dtuTTV0M/Hf+yVhn5O8cwS2CebTv7Ckm34ct0BaZE68UJkMeo5iyeBmKRAQTn0k2E1SsGGwyVIRZHS0E8zRdPyJnDtA9RPiD1ywp05lMiU077DD1SCGbb573dbAi5FcP4rK737njsk7HMJVjtOPW8VGKgEIB/62bi/Gqc8szykDozqoR9/0/ooeFrFtOK/a4Gn7418iEDdUl+8ELJ5W2KRZ1QEQZCKZTOsRlhNBmlmkNglWhr6CTC1HFC21ddq1y5qzSsoyxuoqbO8oWjwE6h0y1UuHPi/1fuDOl64s7RC0U7WdTicVv+UGPhpHUC2Z+inrM6OU55djo0HqkPswKj80OMfSstpBSriqrdioFJnd0ofqvK7ycp6u3THbGE7/IRi9tSo2B0urNlbJQWf4tRxsddNjZRRab5Gxf19Js3HalJGpRUO/cgDjLlL/8G2g82vh6XFX6YkK8WEqSO6Sl83JdDnnJiNEwTfJRkoeTBQCSDQHVgwGlvhh168qYd+jHqd1EclJ9Us3RmX1dnwx65y/LytTNp3b0WDYuiHEofJ837MW7ETk1/4GYC7c6n4fosBixSoBJlRyZGtLq7Vrl0kBq6tMaMiX6vspR//wcSnl4V1nAY/w2IpJgOMssZtQfR8ixmTQS8tkcGC2uTFT+sArCZDUBe0/ZUNmP/bbunOXiS/kzHqdXjpoqERP8e2Rp1RSbMY4fCMu5sMeql4rqzWjqmv/qrYd3tpHeZ85575wEAlsYhDP5/KCqH7FmRKdUQZUkbFfbERMypaLdjlcmWBitYCeCLxQjv/t+gschpPWs3Oympt0urhwWrwk1FJNRsUw9r+6nXlhbzTji4K6bVbIlMKchmoJCt+WjdDK6vy5253l1mnS8Afu8px1ou/4I4F6/D8km2K/cQalSGF2Vj/4Ik4aWDH6J9wK6cOVJqcLml4x2jQSTNEyupsPnfHN37wF37ccggAguqgSbFj0miyJl92IlOVUakJcugnI8ihn62ei7bYNbU10Voa4Nj//IiJT/8ozYYLRr2fGpVUsxFOWZGuvyEiea3MLcf3Cfp1W0oMclftKI/Za1JkMVBphnx6o+gKT53Ke7/uwtlzV6DYM23vizXKIjJxEbUUk6HFq4CSm1agIt7NmfR65KaJPTfs0hIIWk4a0PJ1RChytBYUPKzAuzK6T0ZFGvoJPDxrkI1DNDdM1Frt01hUVWyKGMpq4/6KaVNUGZVaP+3qG+3eQEW90nU0GT31T499valV1iC1BQxUmqE1ri1OdXvKs7iWqFqVWhSLtwKtzkuhUX/ANTkFPxkVe8DVdEf3yo3eSVLIzAbfwobu7dOkx2KgUu1TTBv4gtczz3sMQyIVT8SQuAq1ltIQpu36y6h0bZcKp2y9LX+rw4s1ewa9TjODFi01ssBpX4B/C0pcDFSaoS7eBLydLDupmoWpW7dvKnZX1/fJT4/S2bU9WrUlYm8Io0Gn6GIqfkBprY7cu0NGFM+SQqV14Spq75322s6TKSv1TD2XMiqWwBmV3vkZePHCoVhwbdvsQOx0CdivkVERyafyN8ff1OZBnbNw9TE9pa/Fv7t9lQ2KbI6YkYllNgVQdsPdw0AlKTFQaYbWXbl4sVT3RWlyCopgZbMnUOlbwItipMjXZfF5zmiQiidLa+3ehetU9SivXXJkm727TlTqQGX2lMPRMct7I1DgGcYTu6NKGZUghnNOGdQRw7oFXgHbpJHRaQ0q6+0B+zeV1QafUVEP/Uwe0gmDu2RhZI9c9OuYidtO7AvAHRj8b81+jHniB4x94gds9fQyEgMda4C/4WiQFxPvaWa9IkpMDFSaYTb6Rv96z0VOq6X03Z+ukx6LHW21Vmyl8PgrntTp3DNAxF4qm4prpA/oHFlBtMWox8T++dE/UQpJmmwIJ8VkwLmqFcbzPX9DJdWejEqQxbTB+vTao6XHzS2sl0xq/NSLiEqDzKg4nC5FMSwAzDn/CHx2/Rip+6+4REFjkxMf/74HguBeNmSlp4i1UQpUYptROaZPnvS4ufWKKDExUGmGWSMlnW4xurtnaozF7q/yphbF2gkTp8JGTJecVEwf0x3XT+gFeQf8rBQT9HodBnbOAgD8fcC95ohOp5yWyqLmxCQPONql+Rawd/AEKsVVjYq/vYwIFcjKh5nUF+Rk1lygsqu8Pqjhn/ogOtqKf1sNTU7F627y/C2KGZVYD/08ftYgqbdLuMuhUHzxCtoM+VDDrSe4p9SZjXrYHC7NfgHy9GiTw72DVrBD4bv31P649cS+iuECMRjpnpum+CCUN4EDYp92puDIa020WgJ0yPDWqDQ2uaQuz5HKqMh/R1pT07fmeocIQnDTdhtln2snDSjA3acc5rOP+HfX2ORSTFHeVeYebhE/G2N9s5CbbsF9p/YHAFSy6VtS4qd2M+TFmxM8q33W2hx+K+DlBWdSRoWBSlTIA8BsT6Ci1+sUd9m9OqTDKNsv1ndzFBz57B2tlgDi7DubwyUNV+h07mZjkSD/XWpNi4f6m4ET6j7i5126xYiXLh6Gq8b19NlHvAlobHJKq1uLXwOQ2jh08LOKdTSJHYq/XHeAjd+SEK+gzThtcCcA7oW3Mjx3fbWNDr9NjeQZFbsUqLTOQr14k/+7yqeRy6eDH1aQobgIcegnMcmLYrUuZBkWozTUd7VnJex0szFiK2DrdDrp90ndYTqZNTf0AwT384qBSkqAwNCbUXGiTvb5KGaoxGnSXXJSfL85yuTB73u/7o7561PLsMFHM4Z2zcGiW8ahY5ZVWmSwQXXHIKcY+mFGJaq0hn4AZdZkUOcs/LbTm9rmYoSJST7000Gj+Fyv1yHdYkRNowMbPTUPkW7gZjbo0eR0trJApfnsQTBDXQ1N7sAjUEZSXqNSL/t8FJus7ZMClVTfb44y+c1LdQMzKsmGV9Ag9MnPQIbVpKhXUfdMEcmHfsQPPK4rEx3yQEVeq2CUZVpG92qvGvrhe5GI5LN+/A0NqFvgR7qRovh7IvY/ag0inVEJNNQmBio1jQ5FQbJ4gyfOuOmYHftZkAM6ebsct+fyGUmHn9ohkAccYvV4rw7pePiMAXj63MEA3L1V7A53sZ84y5EZleiQF0DK35tGWbDYKcvKoZ8kIK8ryvcznV/dJdpfS/dwiTcf17z7R0SPG09igGEM0DcomLbyDcEM/XieU9fviccXO3dnp/jWIEWb1WTAWUM7A2hdNUhtBa+gITAb9NI4udgeP9VswMWjinDq4Z2k/RqanIo/Bk5Pjg55jYo8AJGnsuW1BwBg1eiLQ/E3oFMWMixGZFiNOKJrtuY+6g7DWmvYkJIYtBsD1MkFk1ERM8UBMyp+PufEjIo45JKZEp+KA/FmhoFK8mGNSgh0Oh0sRj0am1yo8ExzE8ds5RfDj3/fg3OP8jasYjFtdFhkQYc8o2JrUn4QGRUZFQaNiSg/04rf7pkIwH/WS91fhY0UmycGKiaDXgoY1MTV4AOpD6L9vb9sizejIi5pEXjZg2gRM9utqQapreCndojEi6O4dLp4hyGfffDvL/9Gk+yPwaTnP3M0yO/uLIqMijL1LB96C5S6pviyNrPK+MR+yo7CL188LNqnlPQaZIGKPyu3lysKzjWPIw39+L+3VWcre3gWhLQ5XHA4XVKTPq2FXmNBClScrafzcFvBK2iIxDt3sX2+vz86caE8k0EntdynyJIXU1oCNOySr8xr4dBP0hre3btezz2T+mFwYXb8TiZJiBmVI7vlSNuGyR6L3lu5K+BxbEFMDBBnZomGdnW/jiB4V5wHItdNOFRioMKhn+TDoZ8QiXd84iqc8hkKhxVkYFNxDYYXtZPSiyykjR55oCK/Ex/WLQfLt5aifbp7qED+HuTFodkURUbHLO9Qj7+Gi6TU4BnuOWFAASYd3hH9OmYiJ9WMj37fg6qGJryybDsAYHNJbcDjBNtq4eheufh2QwkAd6DyyR97AQArtpcBcGdB4/WZaGaNStLiVTRE4h3F3gp3W2j5VLcbj+stPbazh0rUpZm1a1T+c85gTB/THR9fMxqAskZFfrGj5CJ/H/21B2iJBde6f19a05IXjbL1dc4Y0hl98jOQl2HBdRN6Kf4W/j5QHXBlYfHibm6m3u6E/gXS4yGyjNdNH64GEL9sCuA9dwYqyaf1/EXGiNhLRVzFVX6HLl4sGx1ONnuLAX8ZlQ6ZVtx7an90b+8eI5d3wmQBZnI778hCWIx6XDSyW8SP3S3X3YjM7nRB0FrIKwlJgYrZ93NIfcFe+Nc+v8cRb7zMzcxgPK5fB5gMOuRlWNCrQ7rP8/FcwkL8LG5Nazm1FRz6CZG6YEyeUREvlmv3VmHDfnf3zObuQCh8/mpU1ORj8hz6SW6Pnz0I95/eH6kBijrDpa5zag09dwItBKieHbejrM7vccQFVpu78cpONeOHmeNhNOiaDWpizVuj0jqC0LaEgUqILKrprfLW7fIPuls/XgOAPVSiST70E+ii0j7dgivGdEdxdSN65vne5VHy0Ol0UQlSAFUvnqbWEag0OgIEKqrMgrxRolooGeLCdt4W+eP65GHZlkNBnWu0iZ/FTcyoJB1eRUOknjWSoqiT8P0waE3j3YnG39CPlntO7Y/npw7lDCzyy6jXQfz1CKZbazDK6+xxHUZqsLsvylpDLuqf0V+fFcDbeyTULMmblx0V0v7RZOGsn6TFq2iI1A3D5B8AWs3EEi392ZrIV0RlUz1qKZ1OJwW8gS7awfpm/QEMfXgx/rNoS4uPFS4xS6IVyKvrfAItSdAU5krwBtWNQTwHXUxGz+rYDFSSDq+iIQo1o9I5O/ZLmrcV4/vmSY/9rQ9DFApx+DYSGZX7PtsAAHh+ybYWHyscDXan1GRN3dUXALrlpmHDgydKjfMaAgz9tGQW46DOWSF/TzSwM23yYqASInXRpjyjoq5fAYAiz8wTirw0ixGLbxmHd6ePQCcGhBQB4s1GJDIqgRYCjIUDVe5eT2lmg886SaI0i1Hq8BypGhW1Vy7xdhCO52QqdcO30lobFvyxN+DPTYmBgUqI1IGKPKWqNfOkq6ywjCKvd34GxvRuH+/ToFYix5N52FJS0+JjGeI8HFlc5e6eXZBlVSzxoSbebG0qrsGXaw9o1tSIM2XCqbnrmJUYNxHehm/un+Vf7/2JmR+vwTPfb43naVEQGKiESB6YmI16xRis1jhwB06HJUoaJ/R3rye0ZPPBFh/LGMc1vpZuPoiLXv8VQPOBgvxz67r3/8S3G4p99pEyKsbkrQUzy4Z+7v9sPVbtcK9v9O6KwMsHUPxxenKI5FkTdSW91t1GVpwW4CKi0InNAWs8K/2Gy+F0YUep/74k0XbZm79Jj3vnB56Sr77B2utZHkROmvVjaNmU7XhmmMUhrsoGO+bJgpPGCM3wouhhRiVE8lV6U1Ur8er1OozppRyGiNdKoUQUOu+sn5ZdvO5ZuF7xdTynxI7uGXhoVL2iuFbn1nBn/Yg+vGokju+fjyemHB7W90eCeNModhUXudj/LeExUAmRPKNywDMGLPfO9OEYXuRd5ZUZFaLkkRKBQMXhdOHD3/YotkVjbaJgFbYLPPSjzgxr/ezSavBhtlsY2SMXr15yZFxnQfr7LHYJAhycspzQGKiEyNJMYzGdTodUi3cfBipEySMSfVTWe5bPkItloKKeWt3cZ5C6/5NWoOId+kneS4Y6u51pNUKnc89EqqiPXyBJzUve37o4kWdU/I235md4e3qoh4eIKHGJi/cF6inSnIp6u8+2WAYq5XXK128uUPHNqAQa+kneS4b63DNTTFLTyLI6m9a3UIJI3t+6OJEXnr16yZGa+8gbkQWaFkhEiSUSNSpaDcWqYnjHXlarDFSaW7FY/RmlmVFpYY1KIkq3GJHrmY5eWuMbXFLiYKASIpNsOnJuum+3RwA4aWABbj2hD166aJjm80SUmMRApSUZFbEYdWSPdji6Vy6A+GZUgrlZmnf5cOlxo0agJQZfyZxRUUuzGKXPcGZUElvr+a2LEfk6EZlW7ZSqTqfD9cf2xkkDC2J1WkQUAWL2wdaCGhXvAn4GZKe4L4SVGsNB0aIOVIJxTJ88PHLmQAC+GRWnS5COqdWKP5k8dMYA6XGaxYg0z0rc9QHWOaL4Y6ASInlalwsOErUuYkbF7nSFPRNE/IywGPVSAWdlDDMqpbXhZQesRu1hr0M1NjhcAgx6XdKvqSW/eUwzG5BqYaCSDHilDZG65wARtR7yeg6tIZBgiLNuzEa91Jl6f6VvE7VokWdUPrp6VNDfZ/WTTdpXWQ8AKMi0+qyGnGzSLd4ep6lmI1LFoT57yxr8UXSxM22IThpQgNMGd8Lwopx4nwoRRZh8Vl9jk1NxYQuWlFEx6KWusFtKaiNzgkEQA5UZx/fB8O7tmtnbS5ymrO7Uur/S3S+qNawELw9Ec9PN0nvFjEpiY6ASIqNBj+cuOCLep0FEUaDX62Ax6mFzuNAQ5sVLLKa1mPTok58BANh2sBaCIMRkFuDfxe4FFTtmhTZM42/Gk7icQGvosi3/92+XZka1Z0iOgUpi49APEZGMOLyrbpwWLHlzNDELUWtzoC4GF8OKOjvW7KkE4C6QDYX4c9eq1jmqs7m/Tre0rmHvMb3aS32uwg1KKTaYUSEiknEXlTahwR5mMa1TzKgYkGYxIsVkQEOTE6U1trCGkkJRUuMepmmXZkaHEAtfu3kaWB6obkSD3SkFLnWe+o3UKJ97rPx423gcqGrEwM5Z0grKdaxRSWjMqBARyYgX6HBX1bV5hk7EdvPtMzxNxcKcjROKijr3UEZ2aujDNLnpFuSmmSEIwNfrD0jbvRmV1hGodMtNw8ge7v42zKgkBwYqREQyYkFtuBcvMaMiti9on+6e+ROTQMXTr6Vdanj9TsTi3w9W7Za21drc/w5iz5HWRAxKWaOS2BioEBHJSBmVMLvTitN7LapA5ct1xRAEIQJn6J8YqGSHGahcfUxPAMC+Cu906nrPsEhaK6tRAdxTlAGgvgWdiCn6GKgQEcmktLCNvk2VURE7WH++Zj++WHvA7/cFq7Lejqve/h3frPc9VqVnTaGcMIZ+AKB/x0wAwP6qRtR6hnzEoZ+0VjL0I+cd+mGNSiJjoEJEJNPShQm9nWndx5GvoP7Z6v0tPDvgteU7sGhjCa5590+f5yo8PVRywmx1L2Z/AODOBWsBAHXi0E8rDlQ49JPYWt9vHhFRC6RIgUp4s37EoZIUs/s+UB6oOF3hryEkEjMdACAIAp77YRv65KfjpIEdUVEffjEtAEXn2S/WHkCP9ptRXO2eSZTWCrtyp3Ktn6TAjAoRkYzF06E13KGf0hp3VkPMTsiX3XC4Wl6j0l62avuX6w7g6cVbpOyKuPhhTpg1KgBw1hGdpcfP/rANO0rrALhnBbU23owKh34SGQMVIiKZlDCHfl768R888L8NOOjpZZLnWedHmVEJP1DZdrAG2w7WoMnpPcbvOysU+1RIgUr4XWQnHNZBc3t+ZusLVLyF0y5c9uYq/LGropnvoHjg0A8RkYw1jGLaBrsTj3+9SbHNm1HxfsyGG6g0Njkx8ellAICLR3aTtsunPLtcglRMG+6sH0B7VXidTlm/0lrIg8ilmw9h6eZD2P7oKdAn+eKLrQ0zKkREMil+VhEO5J9DykUHDXqdNPxiMXg/ZsMNVGpkbe3lKzGX1XpXSp7/+x5s9wzTtGToRytQyU0zw2RofZcLq9EA9fJLH/2+Jz4nQ361vt88IqIWSAmjW+nWgzWKr7u3T1MUporCrVGRD0OJxa0AcEiWUbnr03XS45YM/Vg0ApKWZGgSmV6vU6yoDAArt5cF/B5BEKLeD4eUGKgQEcmIjdpCaaEvz2wAwFlDvQWpArwXtb0V9WFd5OSzUoqrvIHK3op6zf0jPfRjbMVDIeqfbFNxjeZ+gHuhypOfWY5L3lgV3ZMiBQYqREQy4WRU1IW3HbO8CwLK45LSWjv+OVQX8jnJZ6WU1XmDIn9TqLWCjWBpDfEYDa03UFGvar2zzP/7s3J7OTYV12D51lI4nC2fak7BiVqg8sgjj2D06NFITU1Fdna25j67d+/GpEmTkJqaig4dOuC2226Dw8FpYkQUP1Zj6MW06oAhK8U79CKunyM6KBu6CVYsF83TCnIM+rZzT9vY5NKsJWpscmLOd1ukr9UBDkVP1H777HY7zjnnHFx77bWazzudTkyaNAl2ux2//PIL5s2bh7feegv33XdftE6JiKhZYkYllGJadVCTleIdehnWrR2eOX+I9LXNEfqdeCwbkmkFKl1yUmL2+rEmzqIqbOf9GbWC1Od/2Ia/dldKX9fZeFMdK1ELVB588EHccsstGDRokObzixYtwsaNG/Huu+9iyJAhOPnkk/Hwww/jhRdegN1u1/weIqJos4bR8M03UFEWs54xpDOGdcsBEF6gUhfDhmRm2dDPxH75GN0zF/dO6h+z14+1+07rj3sm9cO8acOlGUCvLtvuM7QzXzUbiIFK7MQtn7dixQoMGjQI+fn50rYTTzwR1dXV2LBhQ7xOi4jauHDW+mm0Bw5UAG+Rrj2M2oZYDv1YZBmVM4/ojPevHIkCWc1Na2My6HHF2B7okZeOVM97/8z3W30WkBQDWBGHfmInbg3fiouLFUEKAOnr4uJiv99ns9lgs3mn5FVXV0fnBImoTQpn9WT1DCGtQEUcUrGF0Zo/lKEf+TBTOORDP5YWFOUmI6vJIAUg6t44TqeyboUZldgJ6bfwzjvvhE6nC/jfpk2bmj9QCzz22GPIysqS/issLIzq6xFR22INY1HC6gb3ReuUQQV4Z/pwzToPcUglrIxKkMHNteN74owhnZvfMQD5uRta8WwfLfIZVR08SyCs31eF/ZUN0mKQYhBay0AlZkLKqMycOROXXXZZwH169OgR1LEKCgqwapVyLnpJSYn0nD933XUXZsyYIX1dXV3NYIWIIiaUtX5W7SjHcz9sxU/bSgEApwzqiLG98zT3tYTR8Va0u0y7X4pauwg0ZpPXqLTm/inNaWxyYVdZHU597icA3gAuN92MqoYmZlRiKKRAJS8vD3l52n+EoRo1ahQeeeQRHDx4EB06uBfBWrx4MTIzM9G/v//CLYvFAoul9a05QUSJIdgala0lNTj35RXK7zUa/OzdsozK38XuIe4UkyFgdsUVgY6pRlmgotVdt62otzvxm2zRR7unCLp9mgXbD9UxUImhqA1A7t69G6tXr8bu3bvhdDqxevVqrF69GrW17nG/E044Af3798fFF1+MNWvW4Ntvv8U999yD6667joEIEcWNmFFxuAQ0+Qkq7v9sPY7/7zLf7zX7D1QsnmLMHzYdDPmctnuaxI3o0S7gflaT/9cPR7fctIgeL5nU2x2awUhOmsnzPItpYyVqxbT33Xcf5s2bJ319xBFHAACWLFmC8ePHw2Aw4IsvvsC1116LUaNGIS0tDZdeeikeeuihaJ0SEVGzLLLZHfsqGlDU3vdiPW/FLs3vDRQoiBmVVTvKsbusHl1zU4M6H6dLkOohLh1VhKWbD6FjlhUHZK30Hz1zEBZvLMY5R3YJ6pjN+fLGMaiqb0Ln7NbbP6U5dXaH5rRwccHHUIqtqWWiFqi89dZbeOuttwLu061bN3z11VfROgUiopDJZ7qMf2op5l44FAM7Z6GwnTuwcAVYWPCwggy/z8mHUfZWBh+oyC+Wo3vl4osbxqBTdgqGPrxY2j51RFdMHdE1qOMFY0CnrIgdK5m8fumRmD7vdwDujIk6o2LQ65BmcV82Qym2ppZpW3PPiIiaodPpFMHKte/9ibGzl2BfZQMAoN7PnfTx/fOli5gW+R14KEM0tY3ui6XZoIfFaMDAzllol9Y6VzOOt+P65ePhyQMBAPU2JzbsV7a/sBr1IRVbU2QwUCEiUtHqH/LnLndhZb2fIspHzhwY8Jjy73M4gy96FYd90izK4Oali4bBYtTjuQuOCPpY1Lw0T53RNxuKsXTzIcVzVpMhrEUrqWXi1vCNiChRWU0GVDcqA5J0q/vj0l//jFRz4I/TWpv3wmZzBH+RE19PfH3RSQMLsOHBExWzdKjlUgMURFtNBikbxhqV2OFvOBGRisXk+9Eo9hTxN9sjpZnhnHpZrUkovVQ+X7MfAJBq8g2EGKREniXA+2gx6cPqXEwtw99yIiIVg863f4jYR8NfRqW5niNHFnmnFoeyMOGbP+8EAGwuqQn6eyh8gXrhWIwGpJjdl03WqMQOAxUiIhWtGR1ioFIf5krG/xrfU3ocytAPxZZ68UH1c1JGhTUqMcNAhYhIRSutL3aUrbOFd4Gymgw4vr974dVwprbeekKfsF6XQhNoRpbTJUhDQxz6iR0GKkREKjWNTdJj76rH7uCirNbms3+f/PSgjivOJgolo2LyLAx49rDINHOjwNSBiry41moycHpyHDBQISJSkfd0O7avey0ymyej8vcBZa3IvMuH43/XjwnquBZP/UOwNSpNTheaPFOZmyvWpchQT01/7KxB0uMT+udz6CcOOD2ZiCgAMaMi1qiICwSKinJTg27gJs4mCnbWT2OYTeIofOp/Z6vJgE//NRq/7SjH5Ud3x/ZS93p1dZ5AxeUSoG/DizfGAjMqREQBqIdr9ns61HqfDz6AsEoZleDuxsU6CJ1OuwkdRZ66mNZqMmBo1xxcfUxP6GUt9GttDny2eh8Of3ARXl22HdWy4UKKLP7mExGpXOhZN+e2E/sqMipNThdKa+2KfUO5mRYzKsEW0zba3fulmAzQaUyZpshTT0+2qgJEMVBxugTc9OFq1NoceOSrvzHy0e8hCMF3HKbgceiHiEjlwdMH4ILhXdG/Yyb+/eXfANx1JYdq3IW0Rr0OEw7rAIfThbwMS9DHDbWYVsyosD4ldtTDOOqhoDQ/HYjr7U4UVzeiY1bbXXE6WhioEBGpGA16DOzsXkFYnlE56AlUOmRY8OolR4Z83FCLaX/eVgoAzKbEkTpQMeh1SDUbNDsUr9tbxUAlCjj0Q0QUgDxQ2VNeDwDomB3excibUQkuUHnoi40AgFKNKdEUG1pDe/5Wyd6nql+iyGCgQkQUgHy4ZounjX2wfVPUxLtzG3twJI3Cdqk+29L9BCoPfr4Rn/65N9qn1OZw6IeIKACLLKOyYb97anKf/IwWHasxyIxKhtWImkYHrp/QK6zXo/B8c/NYbDtYi+P752vO6kqz+K8ZmvHRGpw1lM35IomBChFRAOLQT1mdHb9uLwcADO/eLtC3+OXtoxJcRsXl6Tw3hV1pY+qwgkwcVpDp93l/BbUUHRz6ISIKQMyC/H2gGnanC/mZFvTv6P8iFvhYwRfTOpwuqalYZooprNej6PA39EPRwUCFiCgAMaMi9k/JSTWHPQsnlGLamkbvKs0ZVl4YE0k634+YYqBCRBSAukYh0xp+dkMqpnU48fvOcoybvQSvLPtHc1+x02mq2QCTgR/VicTfrB+RPcgaJAoOf/uJiAIwq4KEzJTw76YtspWYp776K3aX1+P5H7Zp7itmVFoSGFF0NDf0U8N2+hHFQIWIKACzqoV6RgsCB6mY1uGE3bMac7VsiEeuuqHJ83ocZkg0zRXT+ntPKTwMVIiIAlAvBtiSwEEqpg1irR9x6IeFtIkn0PRkAKiotwd8nkLDQIWIKADfjErLh34aVNOTH/5iI15YohwCqm4Qh36YUUk04tCPPIjtnJ2CYd1yAADFVY3S9m0Ha3DOS7/gp62lsT3JVoSBChFRAOpAJRLFtA6XcpXd13/agSe/3SxlUQBmVBKZWEzbPt27IGWT04VOnqUV9lV4W+lf//5f+G1nBS56/dfYnmQrwlCdiCgA9ayf/p3C66HiPlbge8PdZfXSYohijQqLaRNPlxx3QNKzQ7q0vo/DJaCzJ1B55Ku/0bNDGvZVNEjrQ1H4mFEhIgpAHVwM7ZoTsWOpyS9qYkFmS2YZUXQMKczGe1eMwFPnHC5ta3K4UJDpzbBc/tbvuPezDVLTPn/e+3UXzn1pBarqOVPIHwYqREQByIOL6WO6N9tDIxCjQQ+j1nK8Hnsq5IEKMyqJSqfT4ehe7dEhwyptsztdYQ3Tzfq/9Vi1sxzP/bA1kqfYqjBQISIKQF6jctxhHVp8vEBZlfI6WY2Kp5i2JdOhKXYcLqFF71VxdWPzO7VRDFSIiAKQByrqwtpwiAW1Wirr7Vi9pxJfrN0vK6bl0E8ie+TMgQCAFy8c2uyMsED1Kg3NDBG1ZfwLICIKQN6ZVl1YG45AgcrBGhsmv/AzAEAcIeLQT2K7cEQ3nD20C6wmAzbsrwq472VvrsL3M8drPlfPQMUvBipERAEYDXr075iJQ7U29ClIb/HxAg39/LDpoPRYnMHM6cmJTww+mwsq/zlU5/e5eju72frDQIWIqBn/u/5ouITIDP1YAmRUtLDhW/IIphngwepGdMi0+mzfVV4PQRDCXpm7NWONChFRM4wGfUSCFABwyZq9BROEMKOSPJpbrBAA5nzvnd3T5PQupVBZ34RNxTVROa9kx0CFiCiGDlR5u5aePaxLs/tzUcLkYTToMbZ3+4D7LJEN76mXUjhYY4vKeSU7BipERDEkbwDW2MzihJ2zUyJSwEux8/blwwM+Xylr7NaoClQquZihJobqREQx5JQN/ZTW+t5BZ1qNcLoEXDyqCJePKYrhmVEk6HQ6dMtNxa4y7anIDU1O2B0umI16NNqVgWp5HQMVLcyoEBHFyfUTeiE71YSHzxggbbtkVBHWP3gi7jz5MEXnU0oeH1w5Enefcphi28ge7aTHYo+cRocyo6IVuBIDFSKiuBlcmI2/7j0eF48qwufXj8G143vi2vE9OfMjyXXKTsFV43qib34GAOCrG8fiw6tGIcNTbCsuOKke+nlhyT+wOwIPB7ZFHPohIoqhy0YX4a1fduLmib0BQApKBnXJwqAuWfE8NYqw/7tuNA5W21DUPg2AewZXjc2BKk+gotWNdl9lA7p79ic3BipERDF0z6R+mDKsC/p1zIz3qVCUpZqNKGrvvcxmppiwr7JBWhm70ZM96d0hHVsP1gJw16kwUFHi0A8RUQwZDXoM7JwFQ4BVlKl1ykrRHvrJsBoxuDAbAFDBglofzKgQERHFgNhiv0oVqFhNBmlpBc788cVAhYiIKAbELsPSrB9PoJJiMiAr1f1cOXup+ODQDxERUQxkpagzKu4aFavJgHapZgAc+tHCQIWIiCgGxKGf6gZ3Ma3YQt9i0iMnzR2ocOjHFwMVIiKiGMgUi2kbm9DY5ESNZwgoxWRAridQ2VvRgLV7KyEIgt/jtDUMVIiIiGJAHPrZdKAa459ciheW/APAPfQjZlRWbC/D6c//jK/XF8ftPBMNAxUiIqIYEAOVfw7Vobi6UdpuNenRzhOoiN76eWcsTy2hMVAhIiKKgbwMi+b2FJMBOanKQKW+yRGLU0oKDFSIiIhiwF+gYjUZfDIq9Rrt9dsqBipEREQxkJumHahYTAZpWEjExQm9GKgQERHFgNmofclNMRl8llTgpB8vBipEREQxMrx7O59tVpPvpbjWxhoVEQMVIiKiGHln+nBcNrpIsc1qNPjsV2tzsJeKBwMVIiKiGLEYDXjg9AEY3zdP2pZi9g1UnC5B6lzb1jFQISIiirE0s3dNYHHoZ9LhHRX71DZy+AdgoEJERBRz8iyKxTP0M/vswzHv8uFI9TxXzUAFAAMVIiKimEu3eDMqYtCSZjHimD55UvM3FtS6MVAhIiKKMXknWqtJWaOSneruqXJQ1mY/HgRBwA0f/IU7Plkb1/NgoEJERBRj4krKgLuPilzfggwAwIb91TE9J7W9FQ34fM1+zP99DxrjWNjLQIWIiCjG5MGJuo/K4Z2zAAAb9lfF9JzUbLLuuPFs6c9AhYiIKMbkwz3qPird89IBuDMa8STPotTFsV4maoHKzp07MX36dHTv3h0pKSno2bMn7r//ftjtdsV+a9euxdixY2G1WlFYWIjZs2dH65SIiIgSgjxQ0ava53fOtgIA9sU5UKmRzTqKZ08XY/O7hGfTpk1wuVx4+eWX0atXL6xfvx5XXnkl6urq8NRTTwEAqqurccIJJ2DixIl46aWXsG7dOlx++eXIzs7GVVddFa1TIyIiiqshhdl+n+uUnQIAqLE5UN3YhEyrye++0STPosQzoxK1QOWkk07CSSedJH3do0cPbN68GXPnzpUClffeew92ux1vvPEGzGYzBgwYgNWrV+Ppp59moEJERK1WQZYV3804BplW38twqtmITKsR1Y0OHKxujFugIp8e3WZqVKqqqtCunXdBphUrVmDcuHEwm73TtE488URs3rwZFRUVsTw1IiKimOrVIR0dMq2az4m9VRqbXJrPx0KbC1S2bduG5557DldffbW0rbi4GPn5+Yr9xK+Li4s1j2Oz2VBdXa34j4iIqDURu9XKZ97EWp0iUEmiYto777wTOp0u4H+bNm1SfM++fftw0kkn4ZxzzsGVV17ZohN+7LHHkJWVJf1XWFjYouMRERElGrPRfXm2OeKXyahV1KgkUTHtzJkzcdlllwXcp0ePHtLj/fv3Y8KECRg9ejReeeUVxX4FBQUoKSlRbBO/Ligo0Dz2XXfdhRkzZkhfV1dXM1ghIqJWxWxwByr2OGZUqhqapMfxzKiEHKjk5eUhLy+v+R3hzqRMmDABw4YNw5tvvgm9XpnAGTVqFGbNmoWmpiaYTO5iocWLF6Nv377IycnRPKbFYoHFYgn1tImIiJKGxZRogUorrFHZt28fxo8fj65du+Kpp57CoUOHUFxcrKg9mTp1KsxmM6ZPn44NGzZg/vz5eOaZZxQZEyIiorZGzKjEs0ZFDFT+Nb4nph1dFLfziNr05MWLF2Pbtm3Ytm0bunTponhOEAQAQFZWFhYtWoTrrrsOw4YNQ/v27XHfffdxajIREbVpYo1KImRUDu+SjYw4TZEGohioXHbZZc3WsgDA4YcfjuXLl0frNIiIiJKOOOvH7ox/oJKVEr8gBeBaP0RERAnHIs76iWPr+moGKkRERKRFDFTilVEpq7WhvM69Nl9uurmZvaOLgQoREVGCiXeNyvd/H4RLAAZ1zkK+n+65scJAhYiIKMF4G77FJ1AprbMBAA4ryIjL68sxUCEiIkowljhnVMT2+WmWqM25CRoDFSIiogQT74xKbaM7UMnQWN051hioEBERJRizIb6LEtZ61vZhRoWIiIh8xLuFPod+iIiIyC9pUcI4TU8WV07OYKBCREREauY4N3yrZUaFiIiI/Il3wzfv0I8hLq8vx0CFiIgowcS74Vulp31+ZhwXIxQxUCEiIkowljhOT7Y7XCitdTd865gV3660AAMVIiKihCOunvzHrgpU1TfF9LUP1jRCENwFve3S4rvOD8BAhYiIKOGIQz8AMOOj1TF97We/3woAKMiyQqfTxfS1tTBQISIiSjDyQOX7TQfDPs7avZX46Pc9EAQhqP037K/CR7/vBQB0yLCE/bqRFP95R0RERKRgMUYmj3D68z8DADpnp+DoXu2b3b+01i49nnZ094icQ0sxo0JERJRgzBEKVETbS+uC2k8+y2jS4R0jeg7hYqBCRESUYMTOtC0hH+6xBHm8Bk+DuZE92rX49SOFgQoREVGCsZha3mhNPrU52AxNoydQSYnA60cKAxUiIqIEo86oOF0CHCF2qRXb4AOA0aA9e8fpEtAkO64YqFgZqBAREZE/6gzIjR/8hRGPfo/yOruf7/BV2+gNVJo0gpzKejuOfvwHHPHQYmwtqQHAjAoREREFQT3r58t1B1BWZ8eXa/cHfQx5RkWrFf/yraUorm5Erc2BxX+XAAAa7O79IjH0FCkMVIiIiBKM1WTAyQMLfLanmIPrKvLhqt049bmfpK+1ApU/dlVIj9fuqQLgLaZlRoWIiIgCmnvRMJ/MSrABxJ2frlN8rbVm0KEam/R4xfYybNxfjXX7KgEAVlPihAds+EZERJSgzEa9IsiwO51hHceuUaMi1qMAQFVDE055drn0NTMqRERE1Cx1RqWxKbzVlLWGfhod/oMezvohIiKiICinFTfYw8yoaAUqnqBHq11/ipmBChERETXDrsp6BMqCBD6O/6Gfru1SfZ4ryk0L63WigYEKERFRglIXwTYGkVHRagxnd7qwubgGz3y3VQpQGgIEKn3y08M53ahgMS0REVGC8glUNDIjavL+KSK7w4Wpr65EWZ0dlQ123H/aANg8Qz8FWVbFvmlmA/IyLC0468hiRoWIiChJfPrnXnyz/kDAfSrrm3y22R0ulHm62v5vtbtpnJhZyUoxSftlWI1Yctt46HTaLffjgYEKERFRkiitteOad/9EY5MTxVWNmDF/NVbvqVTsU1Zn8/m+BtlUZDFgEQOVTFmg0q9jJjpkKDMs8cZAhYiIKMnU252477P1+PSvfZj8ws+K50prfdcDUgczLpcgDSPJMyqpCTTbR8RAhYiIKMnU2x3YXV6v+VyZRqByoKpR8fU3G4rhdAkAgEyrN1BJC7JFfywxUCEiIkpQV4zpDgA4oX++Ynu93anIhMiV1foO/ag9/MVG6XFmijc4SaT+KSIGKkRERAlq1qR+WHX3cThraGfF9nq7U1FbIifWoAQib5+fbvEGKhz6ISIioqDpdDp0yLTComppX29zKIZs5A3dSlUZFa3gw+F0D/ukmAywGL3PM6NCREREIVMvElhvdyLF7L2El1R7a1DUNSqdslN8jlfj6bWSajbALGuhzxoVIiIiCpl6kcA6uwNNDkH6emdZnfRYnJ58yqACDO6ShXtP7S891z7drDhOqsWgWOsnEYd+Ei90IiIiIgV1RqXB7oRd1ip/Z2kdxvbOA+DNqNx4XG8cVpCJPbLZQe3TLYrpy6kmoyJQ4dAPERERhcxqUl6u6+xORV3KnooGAIDTJaC83h2ItEszK/4PwKfWJUU19COvV0kUDFSIiIgSnG9GxaFYB0icxdPY5ITgGRESZ/OkyWb1VNYr61fSLMpAxahPnNb5IgYqRERECU6dCalTDf2I2RV5lsVs8L3Eq8OQFJNRsZ+BgQoRERGFSrNGxeHthSJmV8TgxaDXwSgLQOacNwTt0sx4/OzDIV9vMNVsUOyXiBkVFtMSERElOJNBGUDU2RyK7In42Nbk/r86mzL5iM44Y0gn6HQ6pJgMqLe7g5w0izIAYkaFiIiIQqbTKQOI+ibl0I83o+IOQOR1J+pjyLMzKSZlvmJwYXZEzjeSGKgQERElgZV3HYerxvUAIA79yAMVp+f/noyKRqAiSrd6g5N2ae7utn/dezyW3TYB+ZnWiJ93S3Hoh4iIKAkUZFkxqHMWAP9DP+L/LQEClQxZoNI5x921NifNjJw0s79viStmVIiIiJKEWFPS0KTOqCgDlUAZlQyLd42gztmp0TjNiGKgQkRElCTEmpLaRodilWS7wwWH0+Ud+tGYmiyS91XplJ14Qz1qDFSIiIiShJhR2V5ap2j4tvFANQY/uAgb9lcDCDz0Y5NNay5IwJoUNQYqRERESSLQooF1diee+GYTgMBDP9UNTdJjY4DMS6JI/DMkIiIiAECqWTkHJtdPAWygNXuqGx0RPadoY6BCRESUJNQZlfbpFs39AmVUTuifDwDo1SE9cicWRZyeTERElCTUGZV2fjIqgYppb57YB93bp+HYfh0iem7RwkCFiIgoSZiNehj1Ojhc7iWS26X7CVQCZFRSzAacP7xrVM4vGjj0Q0RElERMsmxJj/ZpmvsEClSSTev5SYiIiNqAhibv9OJMqwn/Gt/TZ59Mq8lnW7JioEJERJSkTAadooGbSFzDpzVgoEJERJSkKuqbNAtnE3XdnnAwUCEiIkpSvTqkw6DX+Wxvl8pAhYiIiOJs0qCOMBl8AxWt4aBkxUCFiIgoibw17Sgc3z8fq2YdB71eB4Pe91KencoalaCcfvrp6Nq1K6xWKzp27IiLL74Y+/fvV+yzdu1ajB07FlarFYWFhZg9e3Y0T4mIiCipje/bAa9eciQ6ZLgXFJRnVF68cChuO7EvBnXOitfpRVxUA5UJEybgo48+wubNm7FgwQL8888/mDJlivR8dXU1TjjhBHTr1g1//PEHnnzySTzwwAN45ZVXonlaRERErcYpgzqiS04KzjyiM04Z1BHXTegFnc53OChZ6QRBEGL1Yv/73/8wefJk2Gw2mEwmzJ07F7NmzUJxcTHMZnfhz5133omFCxdi06ZNQR2zuroaWVlZqKqqQmZmZjRPn4iIKCG5XAL0GkW1iSzY63fMalTKy8vx3nvvYfTo0TCZ3GNnK1aswLhx46QgBQBOPPFEbN68GRUVFbE6NSIioqSWbEFKKKIeqNxxxx1IS0tDbm4udu/ejc8++0x6rri4GPn5+Yr9xa+Li4s1j2ez2VBdXa34j4iIiFqnkAOVO++8EzqdLuB/8mGb2267DX/99RcWLVoEg8GASy65BC0ZbXrssceQlZUl/VdYWBj2sYiIiCixhVyjcujQIZSVlQXcp0ePHorhHNHevXtRWFiIX375BaNGjcIll1yC6upqLFy4UNpnyZIlOPbYY1FeXo6cnByfY9hsNthsNunr6upqFBYWskaFiIgoiQRboxJyR5i8vDzk5eWFdVIulwsApEBj1KhRmDVrFpqamqS6lcWLF6Nv376aQQoAWCwWWCyWsF6fiIiIkkvUalR+/fVXPP/881i9ejV27dqFH374ARdccAF69uyJUaNGAQCmTp0Ks9mM6dOnY8OGDZg/fz6eeeYZzJgxI1qnRUREREkkaoFKamoqPv30Uxx33HHo27cvpk+fjsMPPxw//vijlBHJysrCokWLsGPHDgwbNgwzZ87Efffdh6uuuipap0VERERJJKZ9VKKBfVSIiIiST8L1USEiIiIKFQMVIiIiSlgMVIiIiChhMVAhIiKihMVAhYiIiBIWAxUiIiJKWCF3pk004uxqLk5IRESUPMTrdnNdUpI+UKmpqQEALk5IRESUhGpqapCVleX3+aRv+OZyubB//35kZGRAp9NF9Njigod79uxhM7kkxPcv+fE9TH58D5NftN5DQRBQU1ODTp06Qa/3X4mS9BkVvV6PLl26RPU1MjMz+QeWxPj+JT++h8mP72Hyi8Z7GCiTImIxLRERESUsBipERESUsBioBGCxWHD//fdLqz1TcuH7l/z4HiY/vofJL97vYdIX0xIREVHrxYwKERERJSwGKkRERJSwGKgQERFRwmKgQkRERAmLgQoRJSWn0xnvU6AwyedwuFwun22U2MT3LFYYqISBH5DJ7a+//oLD4Yj3aVALCIIAg8EAAFi8eDH27NkDu90uPUeJTVzu5LnnnsOCBQsU2yhxCYIAl8sVsN19NCR9C/1Y2rhxI26//XYcdthh6NixI2bOnBnvU6IQbd++HY8//jiuvfZajB8/Pt6nQ2HS6XRYvXo17rrrLuj1ehQVFaGkpASffPIJL3gJSB486nQ6fPvtt/jzzz+xdetWPPHEE3E8MwqFTqeDTqfDxo0bce+992LIkCHo0qULpk2bFtUAhhmVIC1cuBCXXXYZrrzySpx33nm47bbb8MMPP8T7tMgP8YPR5XLBZrPhsccew/r169GhQwe4XC6kpqYq9qPEps5i1tTU4PXXX8c999yDTz/9FA0NDfjjjz9QWloapzOkQMQLnPg+zp49G88++ywef/xx5OXlxfnsKBD1397bb7+NSy+9FBdccAGGDBmC6dOn4++//45qloWBShAEQcC6devw1ltvwWq1YsaMGbjhhhswZsyYeJ8a+SHeVev1euzduxezZs3CLbfcgpqaGhx22GGYO3cuAAYqiU4cCxeHeUT19fXYuXMnlixZgrFjxyIvLw9btmxB+/bt43GapEF9gfvwww9xzjnnAAD+85//oLKyEgcPHtTclxKH+Ldns9kgCAK2bt2Kjz76CNnZ2Zg9ezauv/569OrVK6rnwEDFj59++glr165FTU0NdDodtm3bhmOOOQavvfYannnmGTzzzDNoaGjArl27APCClwjkBV6HDh3Cv/71L/z666/o2bMn7r77bvTu3RvTpk3D0Ucfja1bt6K0tDTmY60UGvH9+eyzz3DMMcfg7rvvxrfffouUlBTYbDYsWbIECxYswBNPPAGTyYS5c+dizZo1cT5rAnyDy4EDB2LNmjVYsmQJhgwZgosuugg33HCD5r4UPy6Xy+d6dtZZZ+Hdd9+FTqfDpk2bMH78eLzwwgt49tln8eyzz6K+vh779u0DEJ1rIT+lVQ4dOoSZM2di6tSpePDBB3HdddcBAI488kgMHz4cs2fPxtChQ7F3715cfPHFePvttwGwECyexABFr9ejtrYWgiAgMzMTubm5uPbaa7F161bs378ft99+OyZOnIjXXnsNxcXF2Lt3b5zPnLTI764FQcCsWbPw2muv4cUXX4TRaMTFF1+MiooKaXx869at2LRpEyZPnowFCxZIw3oUW4IgKC5SlZWVmDJlClauXAkA6N+/P6644grMmjULAPD4449j+/bt+OCDDwDEfiYJKe3evRuA+3NUp9Mp3o9Bgwbh119/BQB07doV48ePx+uvv44jjjgCO3fuxBVXXIEvv/wSQHSuhQxUZBYtWoTjjjsOffr0we7du/Hoo49i3bp1WLBgAS699FL06dMHJ554Iq655hqcdtppGD16NO699954n3abJX4o6vV6OJ1OzJw5E6eddhrOO+88rF27Fg8//DCOOuooLFiwADt27MBrr72GW2+9Feeddx7279/PD8YEI76fBoMBtbW1+Oijj1BTU4OamhosWLAAX3/9Nb755hs88MAD6NatG2bOnIkjjjgCzz//PC699FIcf/zx+O6779C7d+84/yRtizgTRF2HYjab0b59ezz11FMA3H+nV199Nerr6zFv3jzk5ubiiiuuwMsvvyw9T7HndDoxa9YsFBUVYdOmTQCABQsWYMaMGdI+3bt3R1ZWFgDg1FNPhcViwcSJE3HjjTfizDPPxNChQ3HVVVdF7yQFEpYsWSIUFxcLy5cvFzp37izMmTNHEARBaGpqEl5//XVh8ODBgtPpFARBEFauXCm88847QmlpaTxPuU2rqakRVq1apdh2/vnnC9OnTxdqamqEa6+9VrjggguERYsWCZWVlcLcuXOFgQMHCsOGDROKi4sFQRCEurq6eJw6BWHx4sXCcccdJ1x//fVCVVWVMHjwYKGwsFC47bbbhPLyckEQBGHjxo1CQ0ODIAiCUFtbK9hstniecpvkcDiE2267TVi0aJEgCO7Py3vvvVe4/PLLhaeffloQBEH4+++/hZEjRwrz588XBEEQGhsbhZNPPllo37699P5R/NTX1wuXX365cPXVVwuCIAirVq0SGhoahFWrVgm9evUS7r//fuHAgQPC8uXLhT59+kjfV11dLSxatEiYO3eucOjQoaifZ5sOYf/44w9MnDgRd911F6644grMnTsXt956qzSv32g0YsqUKcjMzMRNN90EABgxYgQuuugi5ObmxvPU27SKigqcccYZ+PzzzzFmzBgp5XjrrbciPT0djz32GHr37o0VK1YgKysL11xzDU4++WQUFBQgJSUFADg8kCDEfjaCJ5vy9ttv4/bbb8fRRx+N5557Dnq9HuPHj8f48eMxe/Zs5OTkYMmSJbjyyivx/fffAwDS0tJgNpvj9jO0RQ0NDfjXv/6FPXv24Pjjj0d1dTVGjx6NQ4cO4YwzzsA777yD66+/Hn379sUFF1yAWbNmoaGhAZ999hmOOOIIzJgxQ7MWgmLLaDTCZrOhd+/euOyyyzBixAjMmDEDRx11lJTRPO+885Cbm4vu3btL9V8ZGRk4/vjjcc0118SkgF0ntNHfFJfLheuuuw7Dhw/HtGnTsGPHDowePRo333wzfv31V4wdOxa33HILAHdhbXl5OU4//fQ4nzWJunfvjtraWrz11lsYNWoUhg4dim+//RZ9+/YFADz55JNYtmwZPv/88zifKamVlpbi77//xtixYwEABw4cQFNTE7p27Yp//vkHd955J0wmE9577z3odDosW7YMjzzyCIxGI8xmMw4ePIhbb70VZ555Zpx/krarqakJ06ZNwxFHHIHly5dj2LBh2LJlC9555x0AQElJCfr164cff/wRgwYNwtSpU7Fz5044HA68+eabGDBgQJx/AhKNGjUKGzduxH//+18cf/zx6NmzJzZt2oQePXqgsbERd999N77++muUlZXhxx9/RL9+/WJ/klHP2SSoqqoqoUOHDsLatWulbc8884xw+OGHC19++aVQWFgoHDx4MI5nSP40NTUJzz//vGAwGKT374ILLhBOOeUUYceOHYIgCMLtt98uPPHEE9L3uFyueJwqaZg5c6ZwySWXCOvXrxfuv/9+oXfv3sLRRx8tfPjhh4IgCMKHH34oXHzxxcIXX3whfU95ebmwYsUK4d13343XaZPKqFGjhJycHOGZZ54RfvvtN6FPnz5CfX29NEw+efJkYdasWYIguP9md+7cGc/TJQ1NTU3Cq6++KkycOFF4/fXXBUEQhIsvvlg47rjjFPu9+eabwn333RePUxQEoQ0P/WRmZmLy5Mn46KOPpG0jR45E//79cdhhh2HmzJkwm81MTSYgo9GI6667DnfddRfOPfdcAMD7778Ps9mMO++8E0OHDsW2bdtw+eWXS9/DWVnxtWvXLixfvhwAMH36dDgcDrz66quoqqrCli1bMHnyZHz55Zf44YcfMGnSJBQUFOC7775DRUUFACAnJwcjR47EhRdeGM8fgzwcDgemTZuGYcOGIScnB3q9HqNHj8ZTTz0FvV4Pl8uFlJQUTJo0CYD7b7Zbt25xPmtSMxqNuOKKK3D55Zfj/fffx4YNG/DKK69g5cqV+OKLL6T9LrvsMjz44INxO882G6gAwOTJk/HVV19h3rx52LBhA+666y4MHDgQPXr0wE033YSsrCxe4BLYww8/jIMHD+KNN97A9u3bMXbsWLzwwgt4/fXXsWDBAjb/SiB6vR7nnnsu/ve//+G2225DVVUVlixZgh49egAApk2bhoKCAnzzzTcAgBNOOAHbtm2TprZSYjEajbjyyisxbdo0zJ8/H7W1tbjkkkswZ84c3HLLLRg+fDgsFgsGDhwY71OlIFxwwQXIzc3Fe++9B6vViltvvVWajZUI2myNiuj999/H119/jc2bN+Oqq67CFVdcEe9TohAsXLgQTz31FMrKynDTTTfhmmuuifcpkR/du3dHVVUVPvjgA4wbNw5XXXUV+vXrh2uuuQbt2rXDt99+i7fffhvHHXccpk2bho0bN7KWIQmce+656NevH+69917s3LkT69atQ25uLsaNGxfvU6MQLFu2DFdffTVeeuklHHPMMfE+HYU2H6gA3gZT7I6YnHbu3InOnTvDZDLF+1TID4fDgZdffhk33XQTVq9ejYEDB+L111/H999/jwsvvFAaInjooYcwdOhQnHrqqXE+YwrWsmXLcM011+D555/HscceG+/ToRZYuHAhTj31VBiNibVeMQMVIoqZe++9FwsWLMDGjRsBADfeeCN0Oh1uvPFG9OzZEw6HI+E+JKl5iXqBo9ahTdeoEFFsPfzwwygpKcGbb76JvXv3YvPmzUhNTUVGRgYA8EKXpCZPnsz3jqKGGRUiiqmFCxfiySefRGVlJW655RbWhRFRQAxUiCjmWFdERMFioEJEREQJizUqRERElLAYqBAREVHCYqBCRERECYuBChERESUsBipERESUsBioEBERUcJioEJEREQJi4EKERERJSwGKkRERJSwGKgQERFRwmKgQkRERAnr/wGkYtOCEgRuRgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "ax.plot(np.random.standard_normal(1000).cumsum())\n",
    "ticks=ax.set_xticks([0,250,500,750,1000])\n",
    "labels=ax.set_xticklabels(['one','tow','three','four','five'],rotation=30,fontsize=8)\n",
    "# ax.set_xlabel('Stages')\n",
    "# ax.set_title('My first matplotlib plot')\n",
    "ax.set(title='My first matplotlib plot',label='Stages')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9e64ebe0-efb0-47ee-a807-0ec35d063894",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2b1b052dc70>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAGdCAYAAAA8F1jjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADiGUlEQVR4nOydd1QUSdfGnyFKBhEUBVTMmBOigrrmjNk157SsOby65hww57DKml1ds2tOKIIJFQOKkaCAiCAgmaG+P+br2u4JMMAMM0D9zvHYXV1dXROYvn3r3ueKCCEEDAaDwWAwGFqIjqYnwGAwGAwGg6EIZqgwGAwGg8HQWpihwmAwGAwGQ2thhgqDwWAwGAythRkqDAaDwWAwtBZmqDAYDAaDwdBamKHCYDAYDAZDa2GGCoPBYDAYDK1FT9MTyC9ZWVmIiIiAmZkZRCKRpqfDYDAYDAZDCQghSExMRNmyZaGjo9hvUugNlYiICDg4OGh6GgwGg8FgMPJAeHg47O3tFR4v9IaKmZkZAMkLNTc31/BsGAwGg8FgKENCQgIcHBzofVwRhd5Q4ZZ7zM3NmaHCYDAYDEYhI6ewDRZMy2AwGAwGQ2thhgqDwWAwGAythRkqDAaDwWAwtJZCH6OiDIQQZGZmQiwWa3oqRQJdXV3o6emxdHAGg8FgqJ0ib6ikp6cjMjISycnJmp5KkcLY2Bh2dnYwMDDQ9FQYDAaDUYQp0oZKVlYWPn36BF1dXZQtWxYGBgbMC5BPCCFIT0/Ht2/f8OnTJ1SpUiVboR4Gg8FgMPJDkTZU0tPTkZWVBQcHBxgbG2t6OkUGIyMj6OvrIzQ0FOnp6ShRooSmp8RgMBiMIkqxeBRmT/yqh72nDAaDwSgI2N2GwWAwGAyG1sIMFQaDwWAwGFoLM1QYDAaDwWBoLcxQYTAYDAaDobUwQ4XBKAIQQrB161b4+/treioMBoOhUoqVoUIIQVJSkkb+EUJyNde0tDRMmjQJtra2KFGiBNzc3PDo0SMAwO3btyESiXDjxg00atQIxsbGaNasGYKDgwVjnD17Fg0aNECJEiXg5OSExYsXIzMzU2XvJ0N7uHLlCiZOnIhmzZrBw8MDt27d0vSUGAwGQyUUaR0VaZKTk2FqaqqRa//8+RMmJiZK9581axZOnjyJ/fv3o3z58lizZg06dOiA9+/f0z5z587FunXrYGNjg/Hjx2PkyJG4d+8eAODu3bsYOnQoNm/eDHd3d3z48AFjx44FACxcuFC1L46hcfjfi3PnzuHcuXO5No4ZDAZDGylWHpXCQlJSEnbs2AEvLy906tQJzs7O2LNnD4yMjLB3717ab/ny5WjZsiWcnZ0xe/Zs+Pn5ITU1FQCwePFizJ49G8OGDYOTkxPatWuHpUuXYteuXZp6WQw1wkT3GAxGUaVYeVSMjY3x8+dPjV1bWT58+ICMjAw0b96ctunr68PFxQWvX79G48aNAQB16tShx+3s7AAA0dHRcHR0RGBgIO7du4fly5fTPmKxGKmpqUhOTmZKvUWMhIQETU+BwWAw1EKxMlREIlGull+0HX19fbrN1TDKysoCIFlqWrx4MXr16iVzHnv6LnrExsbKtGVkZAi+I7nh+/fvmDJlCoYPH442bdrkd3oMBoORZwps6WfVqlUQiUSYMmUKbUtNTYWnpyesra1hamqK3r174+vXrwU1Ja2lUqVKMDAwoPEmgOSm8+jRIzg7Oys1RoMGDRAcHIzKlSvL/GPy90UPeYbK58+f8zxe//79cejQIXTo0CE/02IwGIx8UyB3rEePHmHXrl2CpQoAmDp1Ks6fP48TJ07Ax8cHERERcj0AxQ0TExNMmDABM2fOxOXLlxEUFIQxY8YgOTkZo0aNUmqMBQsW4MCBA1i8eDFevXqF169f49ixY5g3b56aZ88oCC5fvow3b97Q/e/fv8v0ef36dZ7Hv3HjBgDJciGDwWBoErUbKj9//sSgQYOwZ88eWFlZ0fb4+Hjs3bsX69evR+vWrdGwYUN4e3vDz88P9+/fV/e0tJ5Vq1ahd+/eGDJkCBo0aID379/jypUrgvcwOzp06IALFy7g6tWraNy4MVxdXbFhwwaUL19ezTNnqJunT5+iU6dOqFGjBm3jvCf8h4GjR49i0aJFNMA6O1JSUhAVFQVAkhrPkdelIwaDwVAVao9R8fT0RJcuXdC2bVssW7aMtgcEBCAjIwNt27albdWrV4ejoyP8/f3h6uoqd7y0tDTBD2lRDSIsUaIENm/ejM2bN8sca9WqlUzqab169WTaOnTowFz3RZDnz5/TbbFYDF1dXXz8+BEAsHfvXpw9exbLli3DoUOHAEiyyLy8vBSOl5ycjM6dO8PHxwefPn1CREQEPWZkZKSmV8FQNdevX4dIJGIxRYwih1o9KseOHcOTJ0+wcuVKmWNRUVEwMDCApaWloL106dL0yU4eK1euhIWFBf3n4OCg6mkzGFoNP8YoMjISycnJ9G/GyckJtra2gv5HjhxRONaiRYtgYWEBHx8fAEDFihWxfv16ejwhIYGJBBYCfv78iXbt2qFt27ZF9uGNUXxRm6ESHh6OyZMn4/DhwyrNMpkzZw7i4+Ppv/DwcJWNzWAUBvjxKOHh4VTszcLCAlZWVrCxsVHYXxp5asUnT54U7P/48SOfM2aoG86jBgBBQUGYPHkyXFxcEBAQwIT/GIUetRkqAQEBiI6ORoMGDaCnpwc9PT34+Phg8+bN0NPTQ+nSpZGeni7zI/j161eUKVNG4biGhoYwNzcX/GMwihPfvn2j2+fPn0fdunUBAHXr1oVIJEKpUqUE/fOrxhwbG4sXL14IrsvQLviGyuDBg7F582Y8evQIjRo1EnjIGIzCiNoMlTZt2uDFixd49uwZ/deoUSMMGjSIbuvr69PsAgAIDg5GWFgYmjZtqq5pMRiFmqysLKxYsYLu85dVOYNF2qOSnp4ud6ybN29me63KlSsDkGQA1alTB/Xq1cvLlBlqJjw8XJAt+eHDB8HxGTNmFPSUGAyVorZgWjMzM9SqVUvQZmJiAmtra9o+atQoTJs2DSVLloS5uTkmTpyIpk2bKgykZTCKO6GhoQqPjR49GoCsoZKYmIiIiAiULVuWtr148SLboMshQ4bgy5cveP/+PXbs2AEAiIiIACGEigsytIMzZ85ku7xjZmZWgLNhMFSPRpW/NmzYgK5du6J3795o0aIFypQpg1OnTmlySgyGVhMXFye3PSIigqYmW1tbyxwvV66coHBhv379FF7DyckJO3bsgL29PQDg3bt39BgL1NQ+chL2Y5IEjMJOgUro3759W7BfokQJbNu2Ddu2bSvIaTAYhRYupqtSpUoCFz8/rsvQ0FDuuVWqVEFycjL09fWpWNz169eRkZGBM2fOYMqUKTA2NoaDgwNEIhE1VPg6LBEREbCwsFD1y2LkEUIItm/fDgBwc3ODr6+v3D4MRmGmWNX6YTAKO5xHpUyZMtRQMTExUXo55tu3b4KClC1btoSenh46duwo05czVPg4Ozvj58+fRapmVmHmypUrtNCqtFRD69atcfPmTbx69Yot2TEKNazoC4NRiOAMFSsrKxp0zq+flRNJSUk0XdnCwgJ6eoqfVcqVKye3/datW0pfj6Fe/v77b7rdv39/wbEKFSrQ7WnTphXUlBgMlcMMFS2lVatWuboBMYoHfEPlxIkTuHHjBpYuXZrtOaVLl6bbCQkJWLt2LQCgZMmS2Z4nz6MCIFtBRkbB8vjxYwCS0gndu3dHSEgIPVapUiW6THfgwAFNTI/BUAnMUGEwChFclWQrKyuUK1cOrVu3luvS5wJrJ0yYgKioKFp1e+/evfjzzz8ByA+65SNtqHAFMZnIonYQHR2Nly9fApCkkItEIjg6OtLjKSkpCAwMBCDxpDEYhRVmqGghw4cPh4+PDzZt2gSRSERFvLgnYQDo0aMH9PX16fr058+fIRKJaGZHXFwchg4dCisrKxgbG6NTp06C7A1G4eTKlSsAIChIqKjfzp07sWbNGgD/pajyA9pz8qjY2NigUaNGAICXL1+iYsWKAJihoi1wf88VK1akIn98ozUxMZHGEqWlpWHWrFkICAgo+IkyGPmkWBoqSUlJCv9JV5rNrm9KSopSfXPLpk2b0LRpU4wZMwaRkZGIjIzEkCFD6E2GEIK7d+/C0tKSRvn7+PigXLlyVKRr+PDhePz4Mc6dOwd/f38QQtC5c2dkZGTk4R1jaAPp6el4+vQpAMDDwyPbvmXKlMG4ceOoKi33P78acnYK0IDkpvfw4UNkZmaiZs2aNFiTGSraQXx8PADIVFTnvGn9+/cXqBJ7eXlh7NixBTdBBkNFFMusn+wkxTt37ox///2X7tva2iI5OVlu35YtWwqeUCtUqICYmBiZfrlND7SwsICBgQGMjY3pzaR169bw9vaGWCzGy5cvYWBggP79++P27dvo2LEjbt++jZYtWwKQPGmdO3cO9+7dQ7NmzQAAhw8fhoODA86cOYO+ffvmaj4M7SAxMZFuS8vk5wT3neer1Cozhkgkgq6uLoD/loKYoaIdcIaKdLq4n58fwsLCUKNGDRBCoKOjg6ysLADAkydPCnyeDEZ+KZYelcKIu7s7EhMT8fTpU/j4+KBly5Zo1aoVNZR8fHzQqlUrAMDr16+hp6eHJk2a0POtra1RrVo1vH79WgOzZ+SGxMREjBw5EhcvXgQA+Pr64t27d9RQMTIyEnhGlIFb+omIiKBt0lkiOcH3qDBtDs2jyFAxMTGhS4N8QxNAtlleDIa2Uiy/tVxchzz4f9SAJGBNETo6QjuPH3GvaiwtLVG3bl3cvn0b/v7+aNeuHVq0aIH+/fvj7du3ePfuHfWoMAo3kyZNwl9//QVvb294e3tjxIgRqFy5Mq1qnBdJdM6jwnkHW7duDRcXl1yNwXlUkpOTERcXR2Ncrly5gpEjR+LPP/9Ep06dcj03Rt7gxP8sLS2z7cdf7iWEICsrS+a3i8HQZoqloZIbsSp19c0JAwMDiMViQVvLli1x69YtPHz4EMuXL0fJkiVRo0YNLF++HHZ2dqhatSoASaBlZmYmHjx4QJd+vn//juDgYJr9wdBejh07RrcPHjwIAHj//j3N+MlLxXAnJyfBftu2bXM9hpGRESwsLBAfH49v375RQ4UTi+vcuTPztBQgijwq2SEWixEeHs5k9RmFCmZWaykVKlTAgwcPEBISgpiYGGRlZaFVq1a4cuUK9PT0UL16dQASvZXDhw8LvClVqlSBh4cHxowZA19fXwQGBmLw4MEoV65cjkGYjIJn7ty5qF69OuLi4hAXFycI6Obf+Dkl2rx4VEaMGAEjIyO6n9dCdZxnhqW7ap68GCoAsHz5cnVMh8FQG8xQ0VJmzJgBXV1dODs7w8bGBmFhYXB3d0dWVpbAKGnVqhXEYjGNT+Hw9vZGw4YN0bVrVzRt2hSEEFy8eDHXsQ0M9bNixQoEBwfj0KFDePHiheBYcHAw3ebSUfPiUSlVqhR69OhB9/NrqGS3fMooGLiln9waKkywj1HYKJZLP4WBqlWrwt/fX6adi97n6NGjh1x3u5WVFVOjLASkpaXRbRMTE7q8w8EPfuVS0fNqZPBrwUintCoLM1S0hy9fvgAAypYtm20/W1tbREdHw8XFBQ8fPsTXr18LYnoMhspghgqDoUH4qb7GxsYyhgqfe/fuAci7ocLXTeErmOYGZQ2VmJgYWFtbs0J4auLcuXO4c+cOANlihNL4+/vj2rVrcHZ2RosWLZihwih0sKUfBkNDpKWloVu3bnQ/JSUlW0OFQzowVln4SwTqNFROnToFGxsbgZIyQ7VMmDCBbuf0WTo5OWHcuHG0yGRoaCiuX7+u1vkxGKqEGSoMhoa4f/8+3rx5Q/f5hsrkyZPx9etXTJ8+Hd7e3oLz6tatm6fr8ZcN87v0wwXTPn/+XHA8LCwMvXv3BgDMmjUrT9dg5IyxsTHdtrOzU+ocfnHKSZMmsQwtRqGBGSoMhobgB8oCQkOlZMmSsLW1xdq1azFw4EBBv3r16uXpej179kSpUqXQu3fvPC/J8D0qp06dkjGacqpBxFANnMxAmzZtlBZxMzExoUbN69evcfz48Wz7i8ViZswUA0JCQtCmTRuBIru2wQwVBkMDeHl5Ydy4cYK25ORkKjDI93gYGBgI+nH1nHKLtbU1vnz5ghMnTuTpfEBoqHh6esocV1RugqFaOJXi0aNH5+q81atX0+2lS5dmO3758uXRtm1bQcA3o+gxbtw43Lx5E127dtX0VBTCDBUGo4CJj48XLIsYGhoCkHhUuOq2NWvWlHuuq6trvgJUDQwM8nU+Z6jExcUplfnDr0/EUB0JCQkAch9YbWtrS7f5ujrSBAUF4cuXL7h58yYt5ZATnOotn8TERIjFYqSnp6tVuZuRd/jLz/L49u2bTLHegoYZKgxGARMYGCjYr1+/PgCJoFtYWBh0dHTQuHFjQZ8tW7agZcuWVEZfU3BLDnv27FHKUFEmOJiRezgDMLeaOvyA6uwMFc4QAoDPnz8DgNzq8hzR0dGoXbs26tati4yMDDx8+BBHjhxByZIlUb9+fXh4eKBixYrw8/PL1XwZ6ic7j1lYWBhsbW3h5uZWgDOShRkqDEYB8+zZM8E+Z6jcvHkTAFCrVi2ZJ+Xff/8dt2/fzlEzQ920adMGAJCZmalU/7i4OHVOp9iSV48KP2NMukSHvPEB4NChQxg9ejRMTU3RsmVLuXErhw4dwqtXr/Dy5Uvs2bMHTZo0waBBg5CZmYkXL17g8uXLAIANGzbkar4M9ZOdyjQXx8R5ejUFM1QYjAKGb6hUrVqV3jxiYmIASJZ3tJXSpUujS5cugrYrV65g586ddN/Ozo6mzHLqqQzVsWHDBqoum1uPiq2tLTZu3AgAiIyMpO3fv3/HhQsXqPHCN1QePnyIvXv30m15yrbcdxeQZBQpgpP9Z2gHgYGBAs8oZ7SkpqYiLS0NYWFhmpqaAGaoFBJu374NkUjEfvgLOZmZmfDx8QEA/PXXX3j69Kkg1RTIe/pxQfHHH38I9tu3b08rKwOSysycZgfzqKieadOm0e28lFPo168fAODTp09ISUnB+/fvUapUKXTr1g16enqIjo7O1qCQXroEhIZNdp4aZqhoF9Le3ejoaDx//hwWFhYoUaIEtmzZQo9Jxx8VJMxQ0VJatWqFKVOmaHoaDBVz6dIlfPz4Efr6+ujUqROMjY1lbjZVqlTR0OyUo1mzZmjatKmgja/RYWVlRbOWmKGiWqSNAGtr61yPwVcobt26Ndzd3QXH161bJzA8pOFqTvFR1gD58OGDYOnoxIkTWLRokULj5tu3b+jQoQMOHTqk1PiK+PHjB1q2bImtW7fma5yiBpdlyN+fPn060tPTZfpqMqCWGSpFGHlfNoZm+fjxIwCgS5cuNANDWgJd2w0VALSOVIcOHQBIqn1zlChRApaWlgDY0o+q4RsES5YsyVMGF/+c+/fvyyzlfP36VcZQadSoEQYNGgQAco0YZQ2V79+/4/Xr13S/X79+WLx4MbZv3y63/+7du3H16lUMGTJEqfEVsXXrVty5cwcTJ07M1zhFhQMHDuDPP//Et2/fBO3R0dFISUmRe44mK6YzQ0ULGT58OHx8fLBp0yaIRCKIRCKa2hcQEIBGjRrB2NgYzZo1E4iGLVq0CPXq1cOff/6JihUrokSJEgAkN4vRo0fDxsYG5ubmaN26tYz79uzZs2jQoAFKlCgBJycnLF68WOmASYbycHVW+Esl5cuXp9v6+vo51m7RBipXrozo6GicP38egPDJPjY2lnlUckF4eDi2bt2qVBYV//2cN29enq/5zz//KDyWkpIiY4zMmjWLes3yY6gA/y0d8TV3zp49K7evrq4u3eayj/LC9+/f6XZhELHLyMjAzZs3FRoN+eHnz58YNmwYxowZI1PmIjo6Gu/fv5d7niY1koqloZKUlISkpCTBFzY9PR1JSUkyqVpcX/76XEZGhtxUPUV9c8umTZvQtGlTjBkzBpGRkYiMjKQ3r7lz52LdunV4/Pgx9PT0MHLkSMG579+/x8mTJ3Hq1Cm6/ti3b19ER0fj0qVLCAgIQIMGDdCmTRuaOnr37l0MHToUkydPRlBQEHbt2oW//voLy5cvz/XcGdnDGSr8pRIungOQSKPzf5y1GRsbG+jr6wMQPqWbm5tTQ4V5VHKmcePGmDhxIry8vGSO+fn50UBW4L90bwcHh3zp4TRv3lzhsePHj2PPnj0AJNXZFy1ahN69e9MlyvwaKgMHDkRqaiqt/gwIi3Py4f9Gv3jxQulrZAc/8FfbSEtLw9SpU9GiRQu0adMGHh4eKvdk8ANkpY22O3fuKCxayTwqBYypqSlMTU0FX1gvLy+Ympri999/F/S1tbWFqamp4MPdtm0bTE1NMWrUKEHfChUqwNTUVODa/Ouvv3I9PwsLCxgYGMDY2BhlypRBmTJl6M1r+fLlaNmyJZydnTF79mz4+fkJDKb09HQcOHAA9evXR506deDr64uHDx/ixIkTaNSoEapUqYK1a9fC0tKSPlUtXrwYs2fPxrBhw+Dk5IR27dph6dKl2LVrV67nzsgebk2YL7zF3ewBWRXawsSJEyfQsWNHzJkzhy79MI9KznA3Bq46Nsfnz5/RvHlzjB49Gk+ePAHw3/uZ11pNHKVKlVKq38iRI7Fw4ULo6OjkylDhG+KzZs3CkSNHBIbYhw8fBMbJ+/fv5cZA8A3dt2/fKjVnefCXOHISONMkW7duxcaNG3H//n0AwLVr11C1alVs3rwZAwYMUImHJTQ0VKaN00filnTlwTwqDKWpU6cO3ebqdvADosqXLw8bGxu6z6WfWVtbUwPN1NQUnz59wocPH2ifJUuWCI5z3hwmia5auHgA/g85AFy+fBlWVlaFWmeiT58+uHTpEmxtbdnSj5Lw1VqrVq0qOMYPpuf+VrkljPwaKnp6ekplDPGXJRUZKoQQmVgHbtkZAFatWoUBAwZgzJgxtC0yMhL79++n+1lZWXLFAfkGkHRtrNzAXzZq0aKFTBCptvD06VOZtoiICEyePBnHjh3D+vXr830NeSnHw4cPl9t3+fLlqFatGgDNelSUq2ZVxODWgvlpoTNnzsSUKVNkCnxxX2i+iqOnpyfGjBkj46LnfnT4fRV9AfIK/+mbc/3yl5pMTEwE/X/+/Ak7Ozvcvn1bZizuqffnz59YvHgxevXqJdOH/4PDyD/cd4R/AwAkQalFScWVLf0ox99//023pZdyHj9+TLe5ZZKXL18CACpVqpTva/O9d3Xr1kWDBg1w69YtgfEkz1CRDr5NSEiQuYnxfxu512VhYYE2bdrgxo0biIqKkvEgyXso4n9/duzYgapVq+YpG5K/zARIgnTzE+OjLnLKrPHx8cHcuXPzdQ15HpXevXtj8+bNMnFA1atXp/cUTT60FktDRfpmDkj+aOW53eX11dfXFxgMOfXNCwYGBtnqEShLgwYNEBUVBT09PUFmhnSf4ODgPBe7YyhHQkICXW5UxY1Gm+GMYD8/PyQkJORJ76M44OvrS7f5wbRisVhwc506dSpOnz5NjVnpEgt5gf97x8WzvXjxAh8+fMCKFStgbW0tkNznth8/fow3b96gevXqAGSNAAD43//+h3HjxqFt27aCdi41OioqSsarIe+JXXpJaerUqRg/fnyuHqAIITJzfP78udLnFwRisRjBwcFyU7/5ZGVlgRBCjb/w8HDY29vnKl5JnqFia2uL1q1b48CBAzAxMcG6devw4sUL9OjRg3p52dIPQ4YKFSrgwYMHCAkJQUxMTJ7Fdtq2bYumTZuiR48euHr1KkJCQuDn54e5c+fSJ7YFCxbgwIEDWLx4MV69eoXXr1/j2LFjWvnEUZjhUpNtbGxyLX1e2OAMFQDYvHmzSscWi8WIjIzEvn371JIVoSqCgoLQvHlzjBw5Um6mSVpaGvz9/el+YmIiTp8+jfXr1yMqKkom6+7OnTvUo9KqVat8z0/eQ1Tt2rXRo0cPPHjwAJcuXRIc45aaAQg8tJwRwDdqRo0aBX9/f5w+fVowBmeofPr0idYr4jLG5N0I5S0dylPGzY64uDiZ78mrV69yNYa62bp1K2rWrJmjAXXjxg24u7sjMzMT/fr1g6OjY649LPKWfkxMTLB69WosX74cly9fxrhx47B161bo6OjQB3Cmo8KQYcaMGdDV1YWzszNsbGzyLGUsEolw8eJFtGjRAiNGjEDVqlXx66+/IjQ0lMZJdOjQARcuXMDVq1fRuHFjuLq6YsOGDTLLE4z88enTJwBAxYoVNTwT9cOvSZTbG0t2+Pj4wMLCAmXLlsWoUaOwcOFChX0DAwMxfvx4uU/8BcH27dvh5+cHb29vgUHCcfDgQUHa7M+fP9GrVy9Mnz4dS5YsUTjuwIEDqTcjP0gvc/OR94Reu3ZtWj2b/1TOxY64ublh3759OHXqFHR1deHq6kr7c3DGDpeibGhoSNvkGSryUpL50v/KIO/zf/v2rVbpTJ04cULpvvfu3cOYMWPoOStXrszVteR5VEQiEcqUKYM//vhDpgDhuXPnkJWVRXV0NAIp5MTHxxMAJD4+XuZYSkoKCQoKIikpKRqYWdGGvbe5Z926dQQA6d+/v6anUiA0atSIACDjx49X2Zj29vYEAP1XtmxZuf2ysrJIpUqVCADSokULQgghnz59IrNmzSKfP39W2Xyy49dff6XzXLdunczxyZMnEwCkfPnyBACpXbu24LUBIE2bNhXsx8XFkaysLJXMr3r16nRcZVm7di0BQH799Vfa1q9fPwKALF26NMfzDx06RAAQU1NTAoA4ODiQJk2aEADk7Nmzgr5paWlEJBLJvCcnT55U/kUSQi5dukQAkDp16pCsrCxibm5OAJBLly4RBwcHpeatbrp3705fn5mZmcxrzukfn8TERPLz50+510lISKDnREdHk1mzZpHTp08XwCuUT3b3bz7Mo8JgFBDFyaMC/BdIvnPnTpWlukvrEkVERMjt9+3bN5opc+fOHSQkJKBHjx5Ys2aN3KBxdcAPBOV7Tjg4LylXPVue0Ja0+J+lpWW+9FP4cJWw+cH/OcF9d/kSDNxylIuLS47nc0s/XDxO6dKlaayMh4cHAEnhw3PnzuHz589yl8xy61HhvDLlypWDSCRCrVq1AEi+n+Hh4Zg/f36uxlMH/FgcQ0NDPHv2DI0aNQIgkbh49OiRUuNkZGSgfPnyKF++vNwYR+6zsrOzg42NDVavXo0ePXrk/wWoGWaoMBgFBJdNoSiouajB1+oYP368SsaUJ4bHaU7wkc428vPzo8sNDx8+VMlccoIfXyFPZIxzwXM3TnnxNupUKV65ciWWLFlCNVqUgavs/fz5c8THx+Ply5cICgoCIFRbVgS/zhAgCeLkbp6AJP6oSZMm8PDwoAHnXHosx759+3IVs8ct/XDz495vecJmaWlpGimcyM/4q1q1KurWrYsHDx7gw4cPGDp0qECWQh7cZxAREYHY2Fh8//5d7uvjDEzuPSgsMEOFwSggiptHha/nA+Sv+uq6detw+vRpuXEVnIw/H2mtD02Uq+cbS9I6I8B/T/q1a9dWOIY6DRUzMzPMnz8/V/EuZcuWReXKlUEIwb179wReFGkjRB78gFxA4lHhG2jyPqdu3bohOjoaM2bMAAA8efIE586dU3rOnKHCKUDXrFlTpk9ycjK+fv2KihUronTp0vkSl8sLfEOFUwXW0dGBk5MTRCIRDAwM0KtXL+p9k6ZmzZo4f/68YJyhQ4fSgGUOznjhq2EXBpihwmAUAISQYmeoSN9k3dzcBE/PyhIYGIgZM2agV69eMiUuAMnSRWxsLKZPn04zjKSfiqX3cxtImZKSgkePHuWqTgzfUDl9+jRmz55N508IoctBnCqoNAYGBujZs2eu5lkQtGjRAgBw5swZgZGhjAidlZWVINuodOnSgmwSeVkv06dPh42NDfXmAMDVq1eVni/3PnMePnnehLCwMDg7OyMyMhJpaWm4cuWK0uOrAs7A+Pjxo8Lvw8mTJxEQEKBwjH///Vfgubtx4wY17jjklfAoDDBDhcEoAGJiYpCcnAyRSARHR0dNT6dAkF7i8vf3p9WWcwPfGyHPnb1r1y5YW1tj/fr1mDx5Mk6ePIktW7YI+iQkJAhukEeOHMnVHPr16wcXFxccOnRIqf6EEJnU2tWrV2PBggUAgFOnTtEYAicnJ5nzdXV1cezYMa38rnTr1g2AZAmGjzKxM1x2CQe/lAQga6icOHGC9m/SpAltV2aZiYPzrnHp03Xr1pXpc+LECYE3Qp5CrLpITU2lBl/JkiWz7SsSiTB79mzo6+sjICBAoGTt7+8v47njCwoC8kt4FAaKhaGSm6cghnKw9zR3cEGfNjY2MDQ01PBsCgZ5Oh0RERG5FtuSt2yyb98+jBs3DoBsCmufPn1kqvHGx8cLYmY4gTNluXDhAgBJyrEypKamyvXaXLx4kc6Rg6+QDUg8SN+/f6feFK5v586dczVndeHh4QE7OztBsGbLli2VPp9vqDg6OgqMSs6Qk9fX3t4eHTt2BJC7IohcX85Qsba2poGqHNIquTkJr6kSzqDV1dVVShhx5cqViI+PR4MGDTBp0iT8+++/ACRlFqT/VvjvU1xcHI4ePQqAeVS0Cu6HktWrUT3ce5pX5d3iBve0xolbFRfkyZ3Le6LNDr6UPCDJfBkxYgSaNm2q9BifP38WZIvIM34UwTfKlYnDAP67+ejo6Ah0KXJacrK0tESdOnUE4ml79+7Fvn37lPbmqBuRSCQT5yEvTkgRfAXvVq1ayRSC5SN9Q+WWf/JiqPCNAG75iuP69euCfWW/H+np6fkWj+N+G6ysrJTO6OIytXR0dKj4X1JSktyCi1xs2LVr12gbX+eoMFCkJfR1dXVhaWlJ3V3GxsYqS+0rrhBCkJycjOjoaFhaWsrNwmDIwt0ki5uhsmHDBsydOxebNm3CsmXLaHt6erpSlaI/fvwoU4htx44dAKAwsFAe0gqp/Mq9OcGlOQPKVx3m4lMsLS0FN+avX79me5P19PSUaTM3N8eIESOUnG3BwI+zMjQ0lBF2y47mzZvj9u3b6NevX45/D9LBt5wBlxtDRXrpBwDq1asn6MN5h5YuXYr58+fLzdKSh5eXF+bNmwc7OzucPn1asDylLHxDJS8YGxujZMmSiI2Nxa1bt2SOR0ZGoly5cgKhN2lDTdsp0oYK8N8TkLZWyyysWFpaKv10Wdy5evUqVXXk/1gWF0qVKoWlS5cKDJXo6Gil4gzk6a/0798fgKSSuK+vr4ySJh83NzdBPR0OeYqn8ggJCUGVKlXovrLeWc5QsbKyEuiUxMfHy30C5+TmC0vZCjc3N5qd0rNnz1w9AC5YsAAeHh5o0KCBwj5GRkbYvXu3jAHElWbITbFL6aUfAHK/M7q6uujVqxfmz5+P2NhYiMXiHB/EuM8rMjISrq6ueVoS57xvOcWnZIeDgwNiY2OpSrCtrS29582fPx/79u2jGVWzZ88udA+YRd5QEYlEsLOzg62trYxYFCNv6OvrF7ovuiY5ePAg3WbVhCVERkYqZahIL/v88ssvgpti8+bN4eXlhaVLl8LBwYEaAZUqVcKtW7fw4MEDgaHSpUsX/Pvvv/j06RMiIyNlntilka5+ruyTPHfzsbS0hKenJ86cOUOP8TM3/Pz8AEiWNPhZLdrO0KFDUb9+fXz79i1bQ1EeBgYGORZVXLVqFQYPHizTnhuPCiEEmZmZNFCVb6hUrFgRFy9eFMT99OvXjxqlhBDExsbKpNhL06hRI5nvaG7hPCr5MVSk53n//n0MGjQI/v7+8Pb2Ru/evWnWYaEsjaI+cdyCQVkJXgZDU3BS7vh/ufTiSt++fen7cO7cOaXOKVmyJAFAAgICyOfPn0lqaqrCvjt37qTju7q6EkIISU1NJQ0bNqTtnIQ7AGJnZ5fj9Y2NjWXkyr9+/Zrjedx12rZtSwgh5MWLF8Ta2poAIGPGjCEASNeuXZV6D4oDHTt2FLzHAQEBcvv5+voSAKRcuXLZjvf+/XtiZ2dHyxQAIOnp6TL9du/eTY/v3buXEEKIlZUVAUCCgoJynLebm5tg3llZWSQrK4tEREQo8aolcGUJBg4cqPQ50vTq1YvOoVWrVoSQ/94r7h9XOsDPzy/P11E1TEKfwdACxGIxrZoM/CcTXhzZt28fFWzLrlDhvn37UKFCBfj7+9OnzSpVqqBcuXLZZkzxgyU5LQpDQ0NBRkeJEiXotjJS7PKWNA4cOJDjefwYFUCi3cGJbHFZT+oUcyts/P3337hy5QpCQ0Ph6+urcFmoTp06EIlE+PLlC758+aKwevbixYsRGRmJTZs2AZAIoskL/OfHOXGp4FwckjIBtdLCgklJSZg1axbKli2rdIAxtySTm5RrafjeIi7IXDqeKiEhAebm5jl6s7QRZqgwGGrk+/fvdN16y5YtgjiN4oapqSkNCs3OSBg1ahRCQ0PRpUsXAJIfYTMzsxzH5/9Y84MaDQ0NqfqqdBBhTqXr5Rkq8mqoSMNf+uHgtl+8eAGAGSp8zM3N0b59ezg6OqJ58+YK+5mZmVFJfXt7e1StWlVudWTpZX5F6dN8aXpO94dbRlEmoFbaUImNjcXatWsBSITqciIsLIyKFOZHCJJvpHMGsbxlK2dn52yrZmsrzFBhMNTEu3fvaKE5a2tr/P7770rdcIsyXAD2woULkZmZCUCSPinvpsDd7JV90uQLzHXt2lVwLCAgAF+/foWNjY0gTVORtH5WVhZWrVpFi+cBQLNmzQBk7w3i4AfTcnCGCheQywyVvNGwYUO6/fnzZ2zduhXv37+nGjWArGyCorgMAwMDXLhwAXv27EHlypUB5M+jwi8+qUwmFD9YPD/fB76Rzv298I1kDq5+UmGDGSoMhhp49eoVqlatSp8OcwrKKy7wM8V2794NQJKSa2NjI7e4IKB8XRJnZ2dcvXoVISEhMjoRxsbGVI2zbdu21MOiqPrynTt3MGfOHME+J7ymzJKR9NKP9DYArVSdLQzwDRVAksJepUoVdOnSBVZWVkhISBAEsAPZK7F26dIFo0ePpvvKelQIIdRQ4T5bfnapIkPl0aNHaNasGe7duycwqKRfV27ge1S475WOjuztnRkqDAaDIh3HUNgkq9UFfymF82zs3LkTgCSNkqsCy0deETlFtGvXTqmsBs7TIS8L6+jRo1SrhcPd3Z1mCCljqGS39MPBPCp5Q7oMA9/A/fHjh1zNmdz8/XEelZwMldTUVOoV5Lx5a9asoccViWG2a9cO/v7+cHNzw+LFiwEAgwcPzpfcA78GFr/a9OnTp/HLL7/QfWn9mMICM1QYDBVw8+ZNqmEAyOp0MENFQo8ePej21atXBa7zFy9eyDVKunfvrvJ5KNLjiIyMxMCBA3H8+HHaxqWN5iZ2Qd7SD/9GJBKJCl0FW23B2dlZEIMkvXwnLYcP5E5okfucc1r64QK9dXV1qRfj5s2bMselkZdaLS3pn1v4S5T8kgw9evTAX3/9Rffd3d3zdR1NwQwVBiOfvHnzBm3atKHLCe/fv8ft27cFfdjSjwQ7OztkZmaibNmySE5OFtT9kVdwcMqUKbmqI6MsigwVefEn/v7+AP672fHjEBQhb+mHfzNycHBQSpmXIZ9bt27h2LFjco/J+x7Ji9dQhDIelfDwcLqsW6pUKbmKxSEhIcjMzFRKBC6/DzITJkxA2bJlZWolAZKlIC8vL+zYsUNpZWVto/CF/zIKDREREVi0aBFGjhxZqMSscsvr16/pdmRkpEDJlIN5VP5DV1cXTk5OiIiIyFYh9t69ezSAVdUoa6gsXrwYVatWBSA0VAgh2aqxylv6cXFxoducUcvIG0ZGRujfvz8ePXqEdevWye1z4cIFvHv3Dt++fRMsh+SEMh6ViRMnUkn6UqVKyfXY/PjxAwsXLsTWrVsxdepULFq0SKHRkt/fBwcHB3z+/Fnhd3LGjBn5Gl/TMI8KQ220atUKe/bswbRp0zQ9FbXCd7vyMw/4MI+KEC4zgW/k8enevbvajBRAaKhERUXRJShpQ4X/uXE3o8zMTMFnLg959VssLCywZs0a6OvrK5W6ysiZ1atX4+PHj3ILXZYsWRJTpkzB8uXLczWmMh6Vp0+f0m0bGxsZVVmubMKKFSuQkJCAxYsXIyEhQaEytSoeZIpyHTtmqDDUBlcqnXOdF1X4NzfpJR8O5lERwsVnLFmyRObYyJEjceTIEbVenzNUnj9/Djs7OzRv3hw7d+7EnTt3BP34wmP8tf8tW7YoHPvnz580DkE6DmXmzJlISUlB+/bt8/sSGJB45ypWrCj3Jp3XAqDKeFT4VbCtrKwEwawAULt2bZlzHjx4oFArhT3IZA8zVBhqwcvLS7CvKLCsKMAPon306JHcPuyHSEh2ZebXrFkjqDisDjgDgqs2+/LlS0yYMIEGHo4aNQpRUVEy1XC5J+e5c+fKBHE+ffoUEyZMoLVfzM3N5ermsDpZqkee1zavhgrnUUlJSZFbhHLu3LmChxMbGxuZukS1atWSOa99+/YKaxQV1tiRgoIZKgy1MGvWLMF+zZo181RZVNtJTEzE0aNH6T7faOEEpADkao28OJBdSfu8lrvPDb179872eJ06dVC6dGmZdv6Szdu3b+n2o0eP0KBBA+zcuZOmx7L044Jj8ODBgsKPQO4CaPmYmprSQGd5XpUVK1bQ7RYtWmDy5MmoVKkS0tLS0LZtW7Ro0SJHw6NDhw6YO3cu3S+MarEFCTNUGAVCVFQUEhMTNT0NlfPkyRO5T13z588X1NTIqUpvcYOvpFmhQgWBUSdPqErVlChRQiCSJY2iz+uPP/6g0v78Gk6//fYb3Q4JCQHABN0KEpFIRD8Xjrx6rkQiETU0csrwOn/+PK0rZWBggGvXrsHHx4fW21HE0qVL81Xbp7jBDBWGysnKypLbLu+GXtjIyMjAs2fPqHeIH1THx9HREStWrICjoyMWLlxYkFMsFEgLoXHBhwXJoUOHFB7LTnyLizP4+PEjCCE4evSoIM2ao23btvmfJENpVOmVUDYVXVFJDA8PDxw6dAhv377FwIEDBceePn2Kxo0bY+TIkZgwYQLOnj2rmkkXYZi/iaFyFAUaJiUlFfBMVM+aNWswb948AJL4Bq6WT8uWLeHj40P7lS9fHhUqVKApjAwhfI+KhYUFmjdvjhcvXhTIsg9Ht27dkJaWhkaNGtFCgRzyln04nJycAACfPn3C+fPnZW5EHOrMWmKoF85QiYmJoanokydPlil2qCjTRiQSYdCgQQCAbdu2CYLDuWVgAwMDbN++XR3TL3IwjwpDpYSFhWHKlClyjxUFjwo/K+SXX36hT0OtWrUS9OMXyGPIIu1RmTdvHtatW4cHDx4U6DwMDAwERhMANG/ePNuaKJyhcvz4cXh4eCjsJ52yyig48hucyp0/ffp02NjY4ODBg9i8ebNMaQVlsLS0xPjx4+m+JryHhR1mqDBUCn/dHgD69u1Lt4uCR0U6G4UTLJPWcSisxb8KCr6hYmJiAiMjI0ybNk2uWJ664SvEZmRkwNfXN9v4BkUpptLkNZiTkXeOHTsGW1tbnDhxIl/jcB6VyMhIfP/+HUOHDs3XeCyYPn8wQ4WhUvgpmw8ePMDff/9N67cUBUOFE/qSXg8vW7Ys3NzcAEjWpwsiILQww/di8PVJNAE/qFGZOAdljVBmqBQ8/fv3R1RUlIyHM7cok7F1+vRppccbN24cOnfujI0bN+ZjVsUX9mvKUClcTMbIkSPh4uICkUhEvRBFyVCRfkKys7PDhQsXcPjw4Ty5h4sbenp6mDZtGiwtLbNdPikIunXrlqv+JiYmmDp1arZ9jI2NWS0fDaEKhVZ+uQNF18jN99bIyAj//vsvJk+enN+pFUuYocJQKQEBAQAgcOFzT8xFIUaFM1S4+i8cZcqUgYWFBQYOHMhSkZVk3bp1iIuLQ9euXTU6j969e2PPnj30u6sMY8eOzfY4i0Mo3PClBeSRU60nhmphhgpDZWRlZeHGjRsAgHbt2tH2ouhR4ZazAEngHXt6LryIRCKMHj1aIJefE9WrV8eBAwcEbRMnTqTbXO0gRuGELdtpF8xQYaiMhIQEeiPnS0gXRUOFL63O5PGLJ0OGDMGnT58QHx+PDx8+COIPshOTYxQOFGUvMgoeZqgwVAZXGdTIyAiGhoa0vSgaKpwaJSBROWUUTypUqABzc3M4OTlBR0cHkydPhoGBAc6dO6fpqTHyyfLly+Hr60v3hw8fTrc5LSVGwaBWQ2XlypVo3LgxzMzMYGtrix49eghqoQBAamoqPD09YW1tDVNTU/Tu3Rtfv35V57QYaiIuLg6ArNuUy/BQVOK8sCAWi5GSkgJA8sTM1erIbTAmo+iyfv16fP36lYm9FQGMjY3RvHlzXL58GbNnzxYYKnPmzNHcxIohajVUfHx84Onpifv37+PatWvIyMhA+/btBU/WU6dOxfnz53HixAn4+PggIiICvXr1Uue0GGqCM0Sk1UU58aSYmJiCnpJK4QwxQCKdvWzZMnz58gWLFi3S3KQYWoWOjg6LbyhidOjQAStXrhQsZ2s6pb64oVYJ/cuXLwv2//rrL9ja2iIgIAAtWrRAfHw89u7diyNHjqB169YAAG9vb9SoUQP379+Hq6urOqfHUDGcoSL9Q61s3Qxth5PLt7e3p0tbZcuW1eSUGAxGAWFtbY2QkBAZ0UeG+inQGJX4+HgA/0lLBwQEICMjQ1C8q3r16nB0dIS/v7/cMdLS0pCQkCD4x9AOFBkqnEfl7NmzEIvFBTwr1fH27VsAsqnJDAajeFC+fPl8y/Mzck+BGSpZWVmYMmUKmjdvTl1oUVFRMDAwkLmxlS5dGlFRUXLHWblyJSwsLOg/ZRQEGepHLBZj9+7dABR7VADg4MGDBTktlcJ5VDQh885gMBjFlQIzVDw9PfHy5UscO3YsX+PMmTMH8fHx9F94eLiKZsjID8eOHcP9+/cBCOv7AMLibFyfwkhERAQA5eS1GQwGg6Ea1BqjwvH777/jwoULuHPnjqCuRpkyZZCeno4fP34InsK/fv2KMmXKyB3L0NBQkPrK0A64qsJjx45Fjx49BMdq165NtwuzYueXL18AsLgUBoPBKEjU6lEhhOD333/H6dOncfPmTZmqow0bNoS+vj5VMwWA4OBghIWFoWnTpuqcGkPF3Lt3D4AkQl4aHR0drFu3DgAQHR1doPNSJZxHhRkqDAaDUXCo1aPi6emJI0eO4OzZszAzM6NxJxYWFjAyMoKFhQVGjRqFadOmoWTJkjA3N8fEiRPRtGlTlvFTiPj8+TNevXoFkUiEli1byu1ja2sLoPAYKunp6TKy+MxQYTAYjIJHrR6VHTt2ID4+Hq1atYKdnR399/fff9M+GzZsQNeuXdG7d2+0aNECZcqUwalTp9Q5LYaKOXr0KADA1dVVEDjLhzNUCoOYX2BgICwtLbFgwQLalpaWRnVgmKHCYDAYBYeIEEI0PYn8kJCQAAsLC8THx7P6GhrC3d0dvr6+2LlzJ8aNGye3z6NHj+Di4gJHR0eEhoYW8AxzR58+fXDy5EkAkuVLAAgNDUWFChVgYGCA1NRUVjmVwWAw8omy929W64eRLwghePHiBQBkKxvOfQk5LR1thi/oxBkq/GUfZqQwGAxGwcEMFUaeCQkJQefOnREfHw89PT1Uq1ZNYV+u3k9CQgK03YnHLwHAxdSw+BQGg8HQDMxQYeSZqVOn0jIJFStWlAk+5cN5VAghtAKxtpKamkq3W7duDUII3r17B4BpqDAYDEZBwwwVRp7hvAxAzp4GIyMj6OrqAoDWlz3gV3kOCgpCSEgIHjx4AABo1KiRhmbFYDAYxRNmqBQhoqKicPbsWdSoUQOPHz+m7cnJyahfvz4mTZqk9FiJiYk4ePAgEhMTAUhSkDMzMwV9+FLy3759y3Y8kUgkWP7RZviGCgAsXLiQvp+NGzfWwIwYDAaj+MIMlSLCtGnTYGdnhx49euDNmzcYNWoUPXb37l08e/YMW7ZsQfPmzXHmzJkcx2vcuDGGDh2KrVu34vr163BwcMDEiRMFfZKSkuh2r169chyzMATUvn37FleuXBG0HTx4EJ8/fwYgqUPFYDAYjIKDGSpFhA0bNgj2+cZAiRIl6Lafnx969uyZ7VixsbEIDg4GANy8eRPr168HAOzcuVPQj/O2tGjRAvPmzctxjpyhsmPHjhz7aoply5Zle5xft4jBYDAY6ocZKkUAeVk03DILAKSkpMgcHz9+vMLxXr16RbfT09Nx6dIlus95FgDQoNhp06YpVX/JxsYGAHDgwAE8evQox/6aICQkJNvj/IwgBoPBYKgfZqgUAYKCguS2r127FkFBQYIsFo5du3ZRpVVpnj9/Tre5YoMc/Bs5Z6iYmZkpNU++aq22ir5xXqJatWrJPa6vr1+Q02EwGIxiDzNUigDybqrPnz/HzJkzUadOHbkeFQDUUElMTBR4Za5du6bwWr169cLmzZsB/GeomJqaKjXPrKwsus1fjtImuNe0ceNG7N69G1u3btXwjBgMBqN4wwyVQkxwcLCMt2TKlCmCfbFYrNBQ+f79O+7evQtzc3OULFkSf/75J96+fYuzZ88qvOa3b98wefJkAP95H5Q1VPhZQ9qqpcK9plKlSmHMmDHw9PTMdpmMwWAwGOqFGSqFlOXLl6N69eoYPXq0oH3hwoUyfaUNFS4gNCYmBrt27QIgSckdM2YMVZe1s7OTGZtPcnJyrg2VPn360G1tTVGWt5y1YMECVKtWDWvWrNHUtBgMBqPYwgyVQgqXZXP48GFBu7m5OXR0hB8rP40YAOrUqQNAYqgoCg5t0qQJtm3bRvc7duyI9u3b0/1nz54hIyMDBgYGsLOzU2rOAwYMoEG+nJGjTWRlZdH3im982dnZ4c2bN5g5c6ampsZgMBjFFmaoFEKkDQ+OwMBA6OjoyBgfX758EeyXL18eADBjxgxERkbKHWvmzJkCSfwyZcrgypUrNCCWC7KtVq2a0gGmOjo6+PXXXwFop6HCf1+VDRBm5I1NmzZh0KBBEIvFmp4Kg8HQcpihUggJDw+XaRs+fDj1lEhrfXz48EGw36ZNGwCS5Z6TJ0/KjLVjxw6ZSsh169YF8F967r59+wAA9erVy9XcOQNAGw0Vbk46OjpaG+yrTcTFxSEuLg7u7u7w8PAQBEvnxJQpU3DkyBFcuHBBjTNkMBhFAWaoFDLS09Nx//59mfYyZcooPOfevXt0e/v27RgyZAiGDh2q8Hz+Es/Tp0+xYsUKTJgwAQDoshJXpG/MmDG5mj8n+vbkyRO5xzMzM2U8QAUFPz5FJBJpZA6FhXfv3qFHjx749u0bfH19ce7cOdy6dUupc/kGTVxcnLqmyGAwigjMUCkknDp1Ct7e3pgyZQpGjBghc5wv7S79ZMvVrlm4cCE1OJydnQV9XFxc5I5Vr149zJkzhwq68eNf9PX1ZTwvOcEZRLdv30ZUVJTM8X79+sHe3l4jgnDcTZMvlseQz6tXr/D69WtB/agbN24oda6Ojg41hplByGAwcoIZKoWA5ORk9O7dGyNHjlQoP1+pUiW6feDAARgbG8v0MTIyotvSAbctWrSg2yYmJgrnsnLlSrrt7u5OKyIry9ChQ+nS1O3bt2WOnz59GoD87CVAYoRNnz5dJohYFXCFFTkFXYZioqOj8e3bN8Fn6Ovrq/T53HucUzFLBoPBYIZKIeDFixc59uF7SJo1a4YvX77g77//FvThB4h6eHgIjk2YMAFdunTJsWZPjx494OPjg5kzZ+LQoUPKTF+AoaEhBg0aBACCCs+AsBTApUuX5C5xcbWHBg8enKuYCGVghoryREdHAwDS0tJom7+/PzIyMpQ6nxkqDAZDWZihouW8f/8erq6uMu1v374VpNBWqFBBcNzS0hKlSpUStFWsWJFuV61aVbDcY2xsjAsXLmDp0qU5zqlFixZYs2aN0mnJ0nBLS9LxCdL7TZs2xevXrwVt3DIWkH29orzADBXl4QwVPpmZmZg7d65A2E8eN27cwMaNGxWOw2AwGHyYoaKlJCYmok2bNqhSpYrc41WqVBGou8pbguHX1gEAJycnwT7fcClIuBgQadE3edlMa9euFex///6dbu/ZsweA/KKMeYEZKsrDGRjS3ykvLy9s2bIl23MDAwMBAOXKlcPq1avVM0EGg1FkYIaKlrJlyxbcvHlTpr1s2bI0pZOruaMobkXaUOH0Uzh69OgBAHn2jOQVzlCJj48XtPMrM3NwxQsXLFiAdu3a4f3794Ljf//9NywtLTFgwADs2LEjX8tBzFBRHs5QWbp0Kb58+YKuXbvSY//++y9iYmIULgNxXrKRI0fC1tZW/ZNlMBiFGj1NT4Ahi1gsptL2fHbv3i1IB/7tt9/QrVs3mWUfDr6hYmZmJqMN0r9/f5ibm6NBgwaqmbiSKDJU5HlUuJsatyR1/fp1wXFOQO7YsWM4duwYzMzMMGjQIMyYMQNVqlTJ1fIQM1SUhzNUbG1tUbZsWVSuXJkeu3HjBmxsbFCzZk0EBgbKePuCg4MBANWrVy+4CTMYjEIL86hoIYcOHUJYWBgA4MqVK7RdWgFWV1dXoZECCLN85BUmFIlE6Ny5c7YaLOogN4ZKREQEYmNjlR776NGjCAwMxPr16zFhwgTBUlFOMENFef73v/9h8eLF1NiYMWOGTJ9Xr17JTUHn3ufTp09j1qxZWlv3icFgaAfMUNFCNm3aRLdr1apFt6WXbnJDTgGOBYkiQ+XTp09y+/v7+8u08eX9+bx//15w45P2wGQHdwOVDkJmCLl48SKWL1+O9u3bw97eHoAk3uTOnTsoV66coK+8rB7u8/nnn3/g5eWFmJgY9U+awWAUWpihooXUrl2bbtvZ2eHixYtYvXo1WrVqleux9u7dC0CiraItyDNUUlJSaOzNli1bBEHE0oqnq1evRu/eveWO/eXLF0H2EPOoqJ5x48YhODgY//vf/wTtbm5u+Pz5M8aNG0fbUlNTZc6X9qBoYzkFBoOhPTBDRQvhfri3b98OkUiETp06YdasWXlS8Rw5ciTi4+MxZMgQVU8zz3CCbykpKUhOTgYgkWRPTEyElZUVPD098fbtW/zxxx8AgHXr1tFz/fz8MGvWLEHwJgA8f/4cgKSwILdsBkCQGZUdKSkptCghM1Syh9Ps4eKDOLjvJ/eer127Via1PisrC2ZmZjA2NoalpSUAZqgwGIzsYYaKFsJphXA/5PmFq6+jLZibm1PlXK6uD5fxU758eXrD8/T0lMkKadq0Ke3Hx8nJib5fly9fpu3KGioPHz4EIAlAZhL62cNlVimqMO3l5YXbt29j8ODBMsd0dHQQERGBpKQkmh7PYlQYDEZ2MENFC1G1oaJtiEQiGsvAGSpv374FABrzAEhSsV+9eoUBAwYAkEj2czg4ONDt3r17w8TEhFaFvnjxIj2WnaESERGBPXv2ICYmhtap6dSpE6s/kwOcYSHPAL569Srq1KmDpUuXCmpGAZKlvnv37tF4Ke585lFhMBjZwQwVLaSoGyoABIbKv//+i6lTpwIQGiqAJLD18OHDOHPmDI4dO0bb+dovXLyKl5eXzHWyM1RcXFwwduxY2NjY4OzZswAkRRgZ2ZOdoSISiajh16xZM1q0kBACBwcHuLm50crbnEeGGSoMBiM7mKGiBWRkZODx48cQi8WIjY2l2S9WVlYanpn64Bsq06dPp+384oocIpEIHh4eKFu2LG3T19eHu7s7SpUqhc6dOwOQKO1KK50qMlTEYjH15gD/xbhIK60yZOEMC3lLP/xUd39/fzx58gRfv35FSEgI1VpxdnbG6NGj5RoqYrFY5TWcGAxG4YYZKlrAjBkz0LhxY6xYsQL79+8HIKmHU5RvmpyhEhERITDIWrZsqfQYN2/eRGhoqCCmZNasWXjz5g31uCgyVD5+/Ci3vSi/56pCLBYDkO9RkdbkCQkJwc6dO+Hk5ISnT5/S9uDgYCxYsAAPHjxAvXr1EB0djaysLDRp0gT169en12AwGAxmqGgBnBT+ggUL4OfnBwAYO3asQq2QogDfo8IvrpgblVw9PT0alMunWrVqWL9+PQDFhoqitGWmlpozkZGRyMjIkOv9ki7bEBkZSbOwhg8fTtutrKxQvXp1mJqaonXr1nB3d0dMTAwCAgLw/PlzmVIJ2sLBgwfx22+/aZUuEYNR1GGGipbxzz//AADq1Kmj4ZmoF76hwqmXXr16VW5xxbzAGT+K4h/kqd2uX78ehoaGKrl+UUdPTw86OrI/Hzo6OoLvblZWFl6+fAlAUnW7f//+ACQZXcB/+j5v377F169f6Xn5ETdUF2lpaRg6dCh27NhB/04ZDIb6YYaKlpIXcbfCBGeohIeH01gRVRZH5LRaHj9+jMOHD9P26OhoDBw4EKdOnQIgXGoqyjFBBcnjx4+RkJBAvV1ctWQHBwd4e3sjMDAQHTp0QEJCAq2ADfyX+eXs7CxTl0qV5LXaNl+gkKtBxWAw1A8zVDSMvB/NgQMHFnkZ92rVqgGQ6KfExcVBR0dH7lJCXuE0OgAI9Dzmzp2Lo0ePUsVeW1tbTJgwAdWrV0evXr1Udv2iSmhoKLp06SIojimNvr4+zMzM6DJQWloaAImhYmRkRD0uurq6glRwzqCRTmtWJfHx8ahcuTI6d+5M56Ustra2dJn22bNnapgdg8GQBzNUNAw/5ZajqBspgMR7wS+oWKlSJUERxfyiqNCi9JNwyZIlsX37drx+/VrrhPG0jVevXmH79u24ePEirl69mmN/R0dHQYq9dOq5iYkJ3r59Sz8rrkL2rVu3MGzYMGRkZKhu8v/P06dP8fHjR1y6dAn//vtvrs/nam8FBQWpemoMBkMBzFDRMPfu3ZNpKw6GCgD88ssvdJvzsKgKRaJt0ksKbLlHeWrVqoU1a9YAUE7t2NfXF3fv3gUgeZ9NTExk+pQsWRIPHjyQaT9w4ADWrl0LADhy5Ajs7Ozk/q3kFn6RRH6pBWX48eMHDbZ+//49VqxYke/5MBiMnGGGiobh1uX5FBdDZeTIkXRbkQckP3h7e9NtTptDulKvo6Ojyq9bFElPTxfsK5LP55ORkYGwsDC0atUKEyZMUNiPr4/DN1gfPnyIPXv2YNCgQYiKisLAgQPzMHMhfEOFC+JWFgcHB4Ei8ty5cwUFMBkMhnpghoqG8PX1xbt376hKJz+QtLgYKvwffXUUAuSk94H/1H6ls31q1Kih8usWRTgRQg5lPCoxMTHo0qUL7ty5Q5d15MG/2S9cuJBunzlzBmPHjqX7ufWAyINvmOZmqS8lJQU/f/6EWCwWzElaPfrQoUMYNmwYzp8/n++5MhgMCcxQ0QB+fn5wd3dH7dq1ERoaCgDo1q0bPc6P3SjK8IMm1aEZY2hoSJ/8J02ahKioKJkCeMxQUQ5pXRO+9o0iuGW1rKysbGXyufIFwH/ZWnz4y3j8zBuOUaNGoWHDhgKlYUV07doVhBAQQmh1bmXgPDH6+vo0ONvCwgLly5fHlClTaD8/Pz8cOHAAjx49UnpsBoORPcxQ0QB//vknAEk2BCEE5ubmcHZ2psc5qfGiDj9eRF2y6VwA5+HDh9GvXz9qqNSvXx/z5s1Ta4ZJUUJ6mUR6CU0e/M83OyOCH6MizwDas2cPzSCS9qoQQrBv3z48efIEdevWVdv3KDo6GoDE88eJBcbHxyM8PBybNm2i2XsXLlwAIFHeZTAYqoEZKhpA+ke/atWqAhn44hjgyU8nViV8o+/u3bv0huLr65vtcgRDQlpaGlJTU6lHwdzcHKVKlRKozCrD4sWLFR7r2bMnAEn6rzxDY+DAgXTJhvNAcqSmptLt79+/C0TjpElNTcWrV68QHh6eq7kDoOc4ODjg/v37Msdv3bol6MeyghgM1cEMFQ0gXcfE0dER/fv3R5s2bbBs2TINzUoznD9/HlOnTsWQIUPUMr4875Surq5KU6GLKoQQ1K9fH05OTtQjMnbsWHz+/DnXhoqenp7CY506dcL169cRGBiIJk2aCI4ZGxvDyMiIpgV369YNrVu3pgYnF3sESJZMFZVMSE1NxbJly1CrVi1Ur14dDRo0QLly5WSChBXBGUjly5eXW6W7TZs2gpiopKQkpcZlMBhKQAo58fHxBACJj4/X9FSUpkmTJgQA/Tdu3DhNT6nIsnnzZsF7DYBYWVlpelqFgh8/ftD3zN/fn3z8+JFERkbmaowuXbrQ85Xly5cvpEOHDgQAcXR0JIQQ4ufnR4YPH07n8/HjR0IIIUFBQUp9ppMmTaLnOjk5ET09PQKAhIeHKzWnyZMnEwBkxowZ5OLFi8TY2Fjme8X/Z2ZmRrKyspR+zQxGcUTZ+zfzqGgA6YDA4rjUU1DIk+Vnwm7Kwf+eNm3aFMnJyblOIz9z5gzCw8Ph6uqq9Dlly5bF5cuXQQjBhw8f6PW9vb3pEiG3xGNpaYn58+dj0qRJ2Y7J12AxNzensUlnzpzBw4cPFZ4nFosRGxuLAQMGwN7eHs7OzujUqRMSExOzzVRLTEyUW0+KwWDkHmaoFDADBgzAmzdvBG2KxMkY+Yev0cHBDBXlcHR0hLu7O93v169frsfQ09OTUaTN7fl8uM+OM6Ls7OywZMkSLFq0CIDiOj41a9ak22ZmZnBycgIATJw4ETNmzFB4/ffv38Pa2hotWrTAsmXLqJaLjo6OQJNFGiMjo1zrtDAYDPkwQ6UACQkJkSuZz1Af8jwqxUWnRhVUqVKFbgcFBeW5oF9uCQkJwfPnz2ViSLigc+k086tXr6Jx48YYNmyY3PG4rB1AYqhwCrMAaHVneXAPFbVq1cKwYcOUqq79+++/4969e4iJick2LZvBYCgHM1QKkDt37sht51IvGapHnqFSXHRqVAFflK9EiRIF5v2rWLEi6tatKyNTzxkqnEclKioKb968QUpKCh4/fozbt2/LHe/z589029TUVCAHEBcXJxPgzhlknKHCN2w4vLy8YGFhgXnz5gEAGjduDF9fX2zevBm9e/dGq1at8OrVq9y8bAaDIQdmqKiZuLg43L9/H15eXnjx4oXg2Pbt29GlSxeMHz9eQ7Mr+pQoUQLbtm0T3GD5Ka0Mxfj4+ODvv/+m+76+vgU+B66iMof00s/u3btRo0YN7N+/H4AkPVheMUO+18TMzAwDBgwQxNtERkbS7aSkJDg7O2PUqFHZGiozZsxAbGwsTZ1OTExE8+bNIRKJqEHFz0piMBh5Q3HOICPfZGZmol69ejIiVdWrV8fSpUvRp0+fbGugMFTDb7/9hjFjxqBhw4Z48eIFfv/9d01PqVDw7NkzeqM2MzND+fLlC3wO0kstnAGQnJwM4D/F2OrVq0NPTw+ZmZn4+vWrIC5GemmnXbt2KF26NN69e4cyZcogKSkJYWFh9JxTp07hzZs3ePPmDQ0ClmeoAJJYFc6Y4qvqctL68pR0GQxG7mAeFTUSGxsrtz7JH3/8gT59+mhgRqqFEIIpU6ZgwYIFmp5Kjujr68Pf3x/BwcFo1qyZpqdTKOC8KZMmTUJCQoJGYnukM+LWrVuHzMxMzJ8/H8B/hoqtrS3N5OF7RwDJMtKWLVsASJRl+/fvD0CyBFSvXj0AklpGnPYJXwOFE3fLrtTCmjVrsHPnTpw4cYK2MY8Kg6E6mKGiRhQF0uUnC0Kb4OTDly5dipSUFE1PJ0dMTExQtWpVTU+j0MB5CvhCZgXF2rVrUb16dUGRQkCylKerq4v09HS4urpSY8rGxobGI0kbKiYmJujcuTMAWSG258+fAwAGDx6MgwcPKpxPdmUtjI2NMW7cOEGGGedRYYYKg5F/mKGiRqQzEwBJGfuGDRtqYDaqx8HBAfr6+gAgk6pZUNkhDPWQkZFBl1f4mT8FxfTp0/H69WuFui0GBgaCJTwbGxsaK3LlyhWZ/iYmJgAkS0b8wFmuNg/w33dYuo6Ru7u7oG6RMkgH/TIYjLzDDBU1Iu1Refv2Ld68eVNkdDxEIhFsbW0B/Jf+mZ6ejgYNGqBt27ZKy5MztA++ka1t31cPDw84OzvT+BkbGxu4uLjgt99+g7W1NVxcXAT9t23bhgMHDtD9Z8+e0e0WLVpgzpw5AP4zUPipzABw+fLlXM+R86jExcXl+lwGgyGEBdOqEWmPCvfjVZQoXbo0vnz5gujoaHz58gX9+vXD06dPAQDHjx/H4MGDNTxDCYQQLFmyBPXr10f37t01PR2th/MEGBsbU6+ZthAcHIzg4GC0bdsWjRo1Qv369WFpaYk2bdogJCSEVmBOS0tDx44dZVKWq1WrJtjnYm84Q0V6edDY2DjXc2zVqhX09PTQqlWrXJ/LYDCEMENFjUh7VPgVkosC8+bNw5MnTwBIJM3nzZsHPz8/ely60q0muX37do7qpYz/SE9Ph729fZ5u0uqGMyh27twpI6DIGSkAcPbsWYGR8vz5c9jY2Aj6AP8ZKkeOHMG6devw+++/Y9q0aXLTnJXll19+wS+//JLn8xkMxn+wpR81Iu1RMTAw0NBM1AO/FMD79+/x/ft3wXFtcHsTQvDixQua3QGA1WBRgurVqyM8PBzBwcGanooM3PeMr/HC5+3bt1i1ahVu3LghaK9UqZLcmBd+NpOdnR1EIhGt49OlSxdVTZvBYOQRZqiogPXr16Np06Y0wj8tLQ0fPnwQqGpy6+BFCb7HaMWKFQgJCREcL1euXAHPSJY9e/agTp06mDp1KlVZla61xChaeHl5Yc6cOdi9ezdt09PTg5GRkdz+Li4uMgrG8fHxuHjxIk6fPp3nebx8+RJXr16VG1TPYDBygXqLOKsfZctEqxP8f2n3uXPnEkII8fDwEJR8nzdvnsbmpk5cXV3llrjfvXt3nsfMyMggWVlZKpujo6MjnVfXrl0JADJx4kSVjc8oeFasWEEAkJUrV8o9vnfvXpnvZKlSpbIdMzMzk4SHhwvO+fbtW77mWbFiRQKA+Pn55WscBqOoouz9m3lUVAhXT+Ts2bOC9pkzZ2piOmpHkU4MX6EzN3z79g3lypWjheUIIdi/f7/C+i3KwI8LevDgAQBgy5YteP/+fZ7HLA78+eefaNKkCdavX6/pqcgwe/ZsvH37Fv/73//kHpe3vJNTcUBdXV3Y29tj48aNtC2/we+cAB0Xx8VgMPIGM1SyISUlBSNHjsT58+eV6v/jxw8ZQanIyEitS+9UFYpc2nk1VHbu3Ino6GgqvLVv3z4MHz6cinXlhRYtWtBtvtbL27dv8zxmceDNmzd4+PAhvnz5oumpyCASiVClShWFBRI5A4GPstk3kydPxqFDh3Dq1Cno6eUv14BLc2YlGxiM/MEMlWxYvXo1vL29lU5njYuLk7kBKhKsKgooMlRiYmJQoUIFVKxYkWbY+Pv752gccJ4UQOJN4bQvUlJS8pyBsXjxYrntqlYMffPmDd6+fVsoFHqVgbvJyrvpazv8OTdr1gyXLl1SGHgrj0GDBqFnz575ngc/DTotLS3f4zEYxRVmqGRDUFBQjn2ysrLo9p07dwTu6KFDh6plXtqAWCymWhujRo3CwYMHsXPnTowaNQpdu3bFly9fEBISgrCwMERFRaFv377Yvn17tmPyPTHJyckCVU9ptdDIyEjcuXMnx3mWLFkS06ZNo/t79+7F+/fvBTei6Oho/Pvvv7h+/XqO4yliyJAhqFatGm7evJnnMbSFzMxM6tUqjIYKJ0IIAKdPn0bHjh01Ig2wbds2ui2t3MxgMHJBQQTMqBN1BdPeunWLDBgwgAbWnThxQm6/xMREuQGlPXv2JGKxWKVz0iaOHj1K5s2bR86ePSv3eL169QgAcubMGeLn50cAkAoVKmQ7ZlZWFtHX1ycAyNmzZ0lcXBx9PwMDA2m/uLg42u/58+c5zlUsFhMDAwMCgHz69Enm+MmTJwkA4urqmuNYiqhcuTIBQG7cuJHnMbSFq1ev0vf9ypUrmp5OnqhatSoBQM6dO6fReUyZMoX873//I1+/ftXoPBgMbUTZ+zcTfFPAyZMncfToUbrft29fvHv3TlCcjBAiE5PC0axZM+joFE2HVVZWFgYNGoSsrCyFMQzckldcXBx0dXUBANbW1tmOu3jxYrrE4+HhgbNnz6JmzZp49eqVQNb82rVrtN+zZ89Qu3ZthWM2b96citDp6urKTZnmxvr69Wu281OEWCymmjFt2rTB+/fvUalSpTyNpQ3w08z5MT6Fie3bt6NUqVLZfjcKgg0bNmj0+gxGUaBo3klVAN99zMFVZU1PT8f06dNhYWGBdu3ayT2/evXqap2fJomPj6dLXoqMD87VnpCQQAW6CCHZisDt379fsP/161dMmTIF7dq1w7lz5/DixQsAwkDYnNRv+ctHVlZWePz4MUqUKAEHBwcaP/Prr78CAD59+pTtWPJITU1F1apVBWJ3yiwZajNc9tq4ceNyXYxPW2jTpg3q1q1bZB8WGIziBPsrVoA8Q4ULHp09ezbWr1+PxMREevOURrqeSFGCuymbmJjA0NBQbh8u0ykhIYHGlzx58gRLlixROK60YuzYsWMxaNAgGBsbY8uWLTh+/DgmT54Me3t7NGvWDABkROak+fnzJ93u2LEjAgMDkZaWhs+fPyMwMFAmSJffXxmioqLw8ePHbF9HYWPu3Ln49OkT5s2bp+mpFHqSk5Nx9epVGal/BoOhPFphqGzbtg0VKlRAiRIl0KRJEzx8+FDTU5L7JFmpUiWkpaVh165dAABnZ2eF51esWFFtc8srM2bMQKVKlfJ9I+UMleyWcviGCt/boKjsfWZmJjUE+e+rkZER1bNYtmwZNm/ejOHDh9MMofDw8GznyhkeS5cuxd69ewVBtM+ePZMJclQmQJePvMwnzmsUFxeXr3oxmsLAwAAVKlSAvb29pqdS6ImOjkaHDh0wbNgwQeA9wGpOMRjKonFD5e+//8a0adOwcOFCPHnyBHXr1kWHDh1kSq0XNCYmJoL9pUuXonr16rh37x6Sk5NhZ2eHR48eCfps374d9evXx7Fjx/KtwaAO1q1bh48fP9KMjrywdetWuLq6AsheL6VKlSpwc3NDyZIlsW7dOtquyFDhpwvXqVNHcEye8Ja+vj4mTpyIfv36ZTtfTuhr2LBhMDAwQOnSpTF58mQAkiJ10nEpua3tcvHiRZm22NhYhIWFoWTJkujQoUOuxmMULezt7aGrq4v09HS4uLjA0dERnp6emD59OsqUKUOX2RgMRjYUQGBvtri4uBBPT0+6LxaLSdmyZRXKY0ujrqyf9PR00qtXL7Jw4ULi7+9Ps0W2bNlCs3oIISQ2Npa4urqStWvXqvT6quTnz58kIyODZnJs375dbr+0tLRsx/nw4YMgs6lt27Y5Xvu3334TnNOmTRuZPhEREaRdu3YEALG0tCTh4eGkR48e5Pr164QQQhYtWiSTVeXm5kZiYmIE44jFYoH8flpaGu0fGxtL2728vAgAMmTIENKoUSOZsZVFOuOrXLlyBADx9PQky5Yty/V4quDq1avEy8uLZGZm5nmMpUuXkhkzZpD379+rcGbFF34ZB+l/1tbWMt9jBqO4UCgk9NPT0xEQEIC2bdvSNh0dHbRt2xb+/v5yz0lLS0NCQoLgnzoghKBEiRIoVaoUatasiZSUFLx//57GI3BZHVZWVvD398f06dPVMo/8smfPHpiamgqkwY2NjWX67dixA2ZmZrh69arCsaQzQJQpOiitnSLPo7Jnzx5cu3YNgGTJyN7eHqdPn0abNm0ACD0qnMfD19cXUVFRgnHWrl0LHR0djB8/HgAEGVmmpqZ0m78sJS8mJbv3gM/OnTvpto2NDf0OxMbGaqxydPv27TFz5kzo6ekp5ZVctWqVjBiat7c31q5dq3GvZlGBK4bJwf8ufv/+Hb179xYcv3jxIiZNmlQgc2MwCgMaNVRiYmIgFotlRKVKly4tcxPiWLlyJSwsLOg/6R8BVXHgwAEcOXIEEydOxF9//QVnZ2fMmTOHGipOTk5qua4qiYqKwtixYwEI6w01aNBApu9vv/2G9PR0DB48WO5YaWlpglgTABg5cmS21ye8NXhO/C4iIkKmHz+Lp0aNGjLH+YbKzJkzYWBgAECiWPvq1StkZmaCEEIFtnbt2oVSpUohNDQUbdu2hZubG/T19ekYfEOFM5wWLlxIj2/evDnb18WxadMmus0tc4lEImRkZKgtoJYQgk+fPsnEOwCQiYfJ6XU8efIEc+bMwa+//ir4rDjjjX9DZeQdKysrwb5YLMbUqVPpfmpqquD4/v37kZSUhLt37xbI/BgMbUfjMSq5Zc6cOYiPj6f/cgqmzCsBAQF0m/uh+f79e6EyVA4fPky3q1atips3b+Lff//NVltCWheGMwLevHkj+EF1c3PLUWOD/2PMeTkiIiJkbuIfPnwAILmx8r0UHJx2TdmyZeHq6or09HQAQOPGjVGrVi28evUKpUuXRlhYGD3n+/fvqF+/Pq5cuSLzg9+pUye8ffsWx48fx5cvX/Djxw+Bscx5Ep48eYKOHTvi+fPnMnMSi8UCo8vCwgKDBg1CZmYmTpw4gSZNmgj6qor//e9/cHJyEpQb4JBW782pZAH//eIX7WOGimqRNlRSUlIE+irS8vpv377Fvn37VF7mgcEorGjUUClVqhR0dXVlAhq/fv2qsEaOoaEhzM3NBf/UAXfz5K4JSG4EhclQGTNmDA2c/fHjB3755ReEhoZi+vTpcp/IAcgYMVOnToWOjg5atmwJQBIke+fOHRw6dCjH6/Ov4eLigmHDhuF///sfMjMzaTshBO/evQMgMX4qVKggM079+vXx999/w9fXFy9fvqTtnDft58+fmD9/vtw5yKu9Y2FhgSpVqqBUqVIQiUSwsLDA06dP6XHOUBk1ahSuXLmCpk2b0mPJyckghCAmJoa+vu/fv2Pjxo3Q09Ojuh3jxo0DIQSEECp4l18yMzPh5eUlmAcfOzs7ZGVl4eTJk2jdurVMUDKfjIwMQQYUpxEkFouRnJwMgBkqqkLaUJGG+/4Dkr8HzsCsWrWqWufFYBQa1BgnoxQuLi7k999/p/tisZiUK1dO48G0nOw7/j9oFAApU6YMAUBEIlGOgafawo8fP+jrePfunVxp9OTkZNrOD+wLDw+XCf4bO3as0teOjY0lY8eOJffv31fYJzQ0lAAgenp6JCUlJccxt23bRufyyy+/EADk4MGDpGXLlnKDFZOTk5Waq4uLCz1HV1eXpKamCsYRi8Vk//79RCQSkW3btpHAwEACgNjY2MiM9f37dxIXF6fUdXNDZGQkAUB0dHRyLM8QEhJCNmzYQM6cOSP3+KtXrwSv79atW4QQQhISEnL93jGyx8fHR2EwLf/7RQghnz9/pm12dnbk1atXGp49g6E+CkUwLQBMmzYNe/bswf79+/H69WtMmDABSUlJGDFihEbn5erqirJlywIALVbHLVnY29vTOIkGDRrA1dUVwcHBmploDlhYWMDGxgaAxBvC8f79ewCSwL3Fixejfv36aNCggSDlWDr9GgAdSxmsrKywa9cuwTKINPfv3wcA1KpVSykV1EaNGtFtTqvm4MGDmDRpklzvmrGxMezs7ARtCQkJmDdvHlxcXNC9e3d4eXnhn3/+ocGwYrEYJUqUEJRLiI+Px7Bhw0AIgaenJ0qXLo2tW7cKRNESExPRp08fWFtbw8rKCn/88UeOryc3cJ6eUqVK5ai4+vz5c0ydOhXLly+Xe1z6+8rpyXDLPjo6OoVWlVbb4OvRrFq1im7zNXu43xb+5xIZGSmznMdgFEsKxm7Kni1bthBHR0diYGBAXFxcsn0Cl0ZdHpX//e9/Cp9+evToQQghJCkpiYhEIgKAvH//nnz48EGlc8gvq1evJosWLSJPnjwhHTt2FLwGLo136NChBAD1YIWEhJAfP34QQiRpzdKv3cvLK8/zycjIIBERESQyMpK27dq1i1hYWJAZM2YoPc7p06dJYGAgWb58uWBuhw4dIuHh4aRVq1bEzc2Ntuvp6QnOj42NFZzn4eFBj7m6ugqOmZqaEgDkxYsXgnbuPeLDT4fm/pmbmwsKKuaHa9euEQDE2dmZ7Nq1izg6OpKZM2cSQgjJzMwklSpVIh06dCAxMTFk7969dA6fP38mixcvJh8/fqRjrVq1ih7fs2cPbX/79i2dN0M1vHz5ktSrV4+4uLhQTxz302tmZka9nYQQsmPHDsH3R5FHjMEoCih7/9YKQyU/qMtQOXDgANHX1yc2NjYyNx9OMyUzM1NwAytdurRK56AsX758IWfOnKFLJ9euXSN37twhFhYWBAC5f/8+qVu3Lp1n2bJl6bmcxsPRo0dJkyZNaJ+wsDBCCCFz5syhbZ07dya+vr55nidnWIwYMULQnpSURL5//57r8S5evCj4XPr370+PcVopAMjly5cF54nFYmJsbEyPT5kyhR5bs2aNYMzy5csTAOT48eO0LSAggGRkZMidkzzDtmXLlrl+bfI4cuSIzNjDhg0jhBASHBxMABAjIyOSmZkp6FOlShUCgLRo0YKONXv2bAKAjB49mnz+/JkuMaSnp5OPHz+SoKAglcyZIcupU6fIw4cPCSGENGzYkFSvXp0EBQURsVhMxo4dK/jsli1bRvr27Uvu3Lmj4VkzGKqHGSr5JCUlhaSlpZGsrCyZm4N06Xh5noqChDMwhgwZQt68eSOYj46ODomLi6MG1+zZs8mXL1/I+fPnBR6Jhw8fkoEDB9L9VatW0fFr166tkqe7PXv2EACkY8eO+X3JhBBCoqOjBa/V3d2dHluyZIngyVWahg0b0uMbN26k7enp6TT2BQBZsGABWbFiBTl58iQBQOzt7cm3b9/ImjVryL1792TGtba2JgBIs2bNBHNTBRs3bpT5Ls6bN48QQsj169ept4UQ+QYTfx6vXr0iJ0+eFMRPKBMjxFAfffr0IQBI69at6feI/3fMYBQ1mKGiQviBtQDIkydPBMc3bNhAVq5cSaKjo9U2B0XwDRNHR0diYmIimKurqyu5ceMG3Y+JiSHnz5+X6SMWi0lMTAzp0aOHwHuydOlSGkQ8d+7cfM314cOHBAAxNjYWBPkqUspVhqlTp8o1IMPDw4m5ubmM94aDW/ICQI4dOyY4dujQIXrswYMHhBBC37N69eoRKysrAoDUrFlTZtwPHz6QAQMGkMePHwve45yCX5UhJCSEnD17ljg7OwvGPnXqFDWkmjVrRgghpESJEjJGSsWKFWXGFIvFdPkyIiIi33Nk5I2UlBT6OW3bto2sXr1aoZHJYBQVCk0wbWHA1dVVUPuHS4v98OEDjhw5AhcXF8yePTtXgaaqgl/AMSwsTEYHZdKkSXjz5g3dL1mypCBlV19fH7t27YKOjg6sra2pPkdcXBx8fHwwf/58Kr63ZcuWfBXZa9SoEezs7JCcnIzdu3fTdi41Ni+sX78eaWlpCA4ORrdu3Wi7vb09oqOjsXfvXrnn8QMcpYsrDho0CI8fP8a5c+fg4uICQKK9EhkZiapVq1LVWekgXUCStn7kyBE0bNgQe/fuRd26dfH169ccg1+VoXz58ujevTuuXLmCgQMH0vb79+9T4ToLCwsAkCns2b17d7x7905GcE9HR4cGIa9duxY1a9akRTcZBUdoaCjdJoQIAt+B/z5XBqM4wgyVbJg0aRL69OmDyMhIgaw6l/Fz+/ZtDBo0CCtWrNDUFAViZJUqVYKbm5vguIeHB5WiNzc3h0gkQt++fUEIwefPnxEdHS3Q25AnLz98+HAAkqyW/IhQiUQiauQ9efKEtue2EKA0BgYGcjUnDA0NIRKJ5J7DF3iTVwW6YcOG6NatG2JjY/Hs2TOEhISgTJkyOH78OO0zbty4bOc1cuRIPHv2DLa2tsq+FKWwt7fH4cOHsWbNGgASET1pQ6V27dpo3749AODPP//E2bNnsWDBApQrVw7bt2/H9evXcfToUYSEhNBz7t69i6CgIISEhKh0vgzFLFu2DHXq1IGPjw8GDRoEAAgJCUHbtm3RvHlzTJw4EYAk60xab4rBKC4wQyUbTp06hZMnTyIiIgJNmzalMuyclLytrS1at26NevXqYd26dRgzZgwCAwMLdI41a9bEqFGjcOnSJQQFBeHOnTv48OED9PT00KlTJxgbG6NatWoIDAyUUSotV66cTGViMzMzAJIfxpUrVwKQKMJ++PABjx8/zrfXiBPy41KfmzVrlm36srrIyVDh2LJlC+rXr0+NgkWLFgGQGFfSNVoUkZWVlSd12tatW2PVqlX4+fMnMjIy4O7ujkWLFtE0ZS59/suXLzKGCgBUr14dAPDq1SsAoAa1p6cn1qxZg4EDB8LX15d+B4KCggAoV8OJoRq+fv2KFy9eIDQ0FJ8+fQIg8WyZmZnB19cXmzdvRt26dQEAf/31lwZnymBoDj1NT0CbmTdvHsRiMezt7SESiWBlZYXo6GgqN96tWze63ODm5oZ79+6hY8eO9IelIBg+fDj1eLRp0wZ37tzB0aNHERERITBCslMp5VOtWjVcunQJ586dw44dOwBI3NKqUuLlDARO+bdVq1YqGTe3dOzYEe/evYOpqWm2Hg/OiNm9ezeMjIwwYMAA9OrVCzVr1lToreFz9OhRukyTnJwMIyMjpeaXkpKCW7du4datWxgzZgyuXLkCX19f+Pr6ol27drC1taUGRUREBIyMjGBvby9QdK5VqxYMDQ3x48cPGSOVezo3NjZG9erV8fz5c7psKG9Ji6EeOGPz8+fPWLx4Mdq1a4cxY8YI+vTv3x+BgYECVWYGozjBDJVs4OrTcJiZmSE6Olpuxd2RI0eiY8eOcovqZcejR48QEREBDw+PfM31w4cPuHnzJgDAyMgoz54Pc3NzREREUCMFkMRnqIouXbqgdOnSsLOzw6pVq9CsWTOVjZ0buKKWOVGqVCm6vWnTJjRp0gQDBgxQ+jr878q7d++UNhj5cTtnz54V1CuqWbMmgP9uchEREZg1axZmzZolGKNr165YtGgRrKys4OjoiPr169NSAdySobGxMTw8PARLWorKVzBUD1cy4sCBA6hSpQrCw8NlDEUPDw9UqFCBfu4MRrGjQEJ71UhBZP1wcFoknC5HZmZmvsbLyMigEf2PHz/O0xiRkZEkPj6e2Nra0rHyo3VCCCGVK1emY509ezbfr1MRBfGZ5ZerV68KMi9u3ryZq/P55Qn4ZQty4u7du3LTiydMmED78OXuExIS5I4jnS5fv359wXg+Pj5ELBaTXbt20baXL1/m6jUy8g4/o3DDhg2ang6DUaCwrB8VkJSUhA8fPtBMCS5+g1v66dixIxo0aIB79+7laXx+QOnw4cORmpoqU2guJ+rWrQsLCwtBXEF+i8lx8vqAJItFVUX1pFFXQUlVwveoAMLYFmUwMjJCu3btAIBmTwGSuBVFhSEByGTncHDByIDk+8h9J5ctW4YrV67I9Jdenjp06BC2bt1K942NjaGjo4OxY8di/vz5GD16NJydnZV4ZQxVwM/uyY2njsEoTjBDJRtWrFiBypUr0/oc3E0hISEBGRkZuHfvHp4+fQpLS0ukpaUhJiaGBjUqA79i78uXL3H8+HGULl1aYSVgeSQkJAAA/vnnH9rGLQmogtwaTkWN/BoqAGgQdkBAANLT0wFIAmVr1apF9/lER0ejf//+cseSjqd58+YNzp07hzVr1sgs/cjD2dlZYIjw0+6XLFmCPXv2KBV7w1ANpUqVwt27d/HkyZNsv1s+Pj5Yt24drcnEYBQnmKGSDSVLlhT8kHMBpUFBQdDV1cXLly9x4cIF1KhRA3/88QdsbGwUFoGTh/RT87Bhw/Dt2zcsW7YMO3fuzPFHKT09HampqQAkBQBfv36N+/fvy8SnBAUF4fz580oXTvT09ETjxo2RnJyM2rVrK/16iiLShoqVlVWuxwgLCwMAbN68Ga9evUJKSgp8fHzw+vVruYUfuQwjeUgbKmXLlqUevuyyl/g8evQIOjo6sLKyEnhoGJrBzc0N9evXz7bPb7/9hhkzZsj9vjAYRR1mqGTDtGnT8PPnT2zevBmARFfl2bNnWLNmDXR0dODk5IQuXbpAR0eHGjSc4SCPJ0+eoGXLlujRoweA/wImXV1dZfpOmDBB8FRNJCrCgj6cNwWQLKNUr15dbqrvpk2b0L17d0HAZHZs3boVDx8+VDpDpShjZGSEtm3bApB41PIi3LZ//366vX79eioYB0hSi6XhC/Lx6dmzJ11G4sOly0sbVYqYNWsWkpOT8enTp3wvEzIKhnr16gEAnj17ptF5MBiagBkq2SDtAq9atSpNPb5+/Tp9kgWA+fPnIzMzkxo18rh37x7u3LmDs2fPApAIhu3bt4+qwUpz69Ytut2lSxc0btxYoAzLGSomJibZxpFUrlwZjRs3ztOyBQNYuHAh9PX1Ubly5Tyd36BBA7p96NAhlCxZUuCd4xMREYFLly4BgExKeFpaGkqUKCFou3TpEiZNmgRAeY8KIBHDY2qnhQfO48JfLmYwigvMUMkD+/btQ7t27TB06FD69Kuvrw8dHR28fv1asKTj4+ODDh06IDg4GIcOHaLtqampaNiwIUaMGEGVY6XhboxJSUm4dOkSAgIC8PjxY3qcM1SyC0pNT09HlSpVsGvXLhl9BoZyuLm5ITIyEps2bVLJeGfOnMEff/wBQJKWypGYmAhHR0cq/NW/f39BinxsbKzMWHxjWRMlHBgFA/OoMIozzFDJhu/fv2Ps2LEYPHgwbVu/fj194j1z5oxgqadjx45wdnZGuXLlIBKJ8OjRI2zbtg1Xr17FzJkzBTeaz58/021FT7ZcEC9/KSA8PJxuK2OohIaGomfPnjLS+ozcYW1tDXd39zyfz4/1uXnzJvr16wcA+PTpExITE5GRkYHJkycLFGxLliyJzZs34+rVq3j58iX1xPHp3LkzbGxsYGpqyrJGijBcAPSnT5+QmZmp4dkwGAULM1SygRCCPXv24PDhw3TJ5eDBgzh16hQAifDWiBEjsHjxYgQHB9NYAQ4XFxecOHECAHDjxg2BkbF69WosWLAAjx8/FgTs8jN+3rx5gyFDhkBfX58uD/EDYkuVKoVRo0ahZ8+eCl9DSkoKGjdujEaNGrFsDg1y4cIFGrh69epVHDhwADNmzMDDhw9RokQJLFu2DN7e3oJzqlatCn19fbRr1w41a9aUq6BramqKZ8+eITg4ONdig4zCQ5kyZWBoaAixWCx4yGEwigXql3RRL+oUfMvMzCSLFy8mW7duJampqYQQQlasWCFXiCunf7a2tkQkEsm0Dx06lIjFYnqsVq1aMn08PT3J0KFDZQS/lOXWrVukadOmZNSoUap+ixi54NSpU4LPddiwYfSYsbExbd+6davmJsnQWqpWrZon0UEGQ1tR9v7NJPSzQVdXFwsWLBC05RSw2LBhQ7i4uAgk6AHQQnLy0NHRwdatW1GiRAkcP35cpqbHtm3b6La010YZfv78CX9/f0EgLqPgkY4h4STRCSGCYGhls3cYxYtdu3bByMiISekzih3MUMklXl5egn0HBwdYWVnR2ilcsOuMGTNQqVKlHMfz9PQEIAnYPHfuHB4+fJhtfwMDA7r98+dPEEJgYmIiN202LS0Ne/fuRXJyMv755x+VCsExco+0BktSUhLWr1+Pr1+/ol69erSej6oKQDKKFpoq4MlgaBpmqORASEgITpw4ARMTE0yYMAFubm4wMzPD0KFDMXXqVJQtW1Zu7IeTkxPOnTuHsLAwzJw5kwbEli9fHvHx8fjx4weaNm0KFxcXAMDDhw/lKtK6urri/v37ACTelJIlS9JjK1aswMqVKzFp0iS5GSmxsbHw9PSEjo4OMjMzWYyKhuF/dgBQo0YNDBgwAIQQ7Ny5E3fv3kXJkiXRuHFjDc2Qoc0kJSXh4MGD+PnzJ2bMmKHp6TAYBQYLps2BkJAQzJo1C1u2bIFIJIK3tzeePHmCpKQkAEBGRga6dOkC4L/qyqdOncKbN2/QrVs3fP/+HXXq1EHfvn1Ro0YN1K9fH35+frh48SLWrl1Lr3Pjxg2Za1+/fp1m60yZMkVwoyOEUOEwS0tLuXPX0dFBr1690K1bN2akaAF8j0qJEiXQv39/mjJ+7NgxXLx4EVevXtXU9BhaTmpqKiZMmICZM2cW+mXcmJgYPH/+XFAlnCM0NBSzZ8/Ghw8fNDAzhlZSAPEyakXd1ZM/ffpEBg8eTObMmUMCAgJoNVou6LVs2bIkNTWVbNy4kQQHBxMPDw8CgDRp0oT8888/pFmzZgQAMTIyIgDI6NGjybdv34ihoSERiURELBYTQojcANwXL17Q7U2bNhFCJBWXJ0+eTBwcHEiTJk0IALJr164cX0dgYCBZv349OXPmjFreJ4ZyzJgxgwAgbdu2JYQQ8uzZMwKA6Onp0e8CgyGP9PR0+nsQExOj6enkiYyMDEIIIUOGDCEAyOrVq2X6cL+VY8eOLejpMQoYVj1ZRVSoUAEHDx6Enp4eGjZsiL/++gsAcPLkSQwZMgTXrl2DoaEhJk+ejKpVq2LdunWoVKkSHjx4gD59+sDPzw99+/bFzp07sW7dOowaNQpmZmZIS0sDIUQgg89RuXJl/PXXX4JaP2KxGCKRCPr6+ti0aRPCw8Px4MEDAIC9vX2Or+P27duYNm0aDh48qJo3hpEnuCVATsCLC4zMzMxEyZIlkZaWpqmpMbQcrrglAPj6+mpwJnlj165dsLCwwObNm2lSgnRygFgspn8jnF4Vg8E8KkpSr149+jQzceLEbPtmZWWRMmXKyHhITExMyLdv3wghhISGhpIfP35QD429vT0BQKZOnUrHycjIIJ6enmTGjBnk4sWLClOfnz9/nuP87969S/r160e2bNmSj3eBkV9+/vxJ7t+/T96+fUvbHBwc6GfJYGQH/+9eG/n06RPx8vIiCQkJgvYHDx7Qebu4uNDtPn36CPp9+/aNHvvll18KcuoMDaDs/Vs7v+25oKAMlcOHD9M/oMGDB+fY/+PHj+TQoUPkxo0bZMuWLfTcs2fPyu0fGhpKtm7dSpKSkuQe//Hjh0JDJS4uTu45x48fJ+XKlWP6KVrOq1evSKNGjcj+/fs1PRWGlsP/u09JSdH0dGRwc3MjAMjkyZMF7cuXLxfoBHHbHh4egn5BQUEEALG0tCy4STM0BtNRUSG9evXCmTNnsHXrVjRu3DhbyXqOihUromLFigAkgWMcnBS2NI6OjjRVWR4WFhbQ0dFBVlaWoN3d3V1hMG1MTAy+fPkiqNbL0D6cnZ3x6NEjTU+DUQiYP38+li5dCgD4+vUrypcvr+EZCalduzZ8fX1lyoIEBAQAANauXSvQgZH+beKWu+WpMDOKL8xQUQJTU1MQQjBv3jx069aN/lBkR0ZGBv788098+/ZNIODFaWQcPXoUb968Qd++fVGrVi2l5nHo0CHMmTMHR48ehVgsxqlTp2h6szz69esHFxcXGBsbC+YFCNe7GQxG4WDJkiXYv38/wsLCEBUVpVWGyoULF6jQZXx8vOAYV2izSpUq+OWXX2g7P0aFEIIqVapg7969Ar0oBoMF0yrBypUr8fXrV9jb2+PgwYN48+ZNjufo6Ojgt99+w8KFC+Hs7AxTU1P06tWLCrPt27cPS5YsUbps+6VLl6Cvr4/Lly+jUaNGaNKkCdavX49ff/1Vbv+0tDTs2rUL9+/fR5UqVQAAPXv2RIkSJWitIgaDUfgoU6YMACAqKkrDMxHC/y368eOH4BhnuPj5+Qna+YbK5s2bUa9ePbx9+xb+/v6wtLTEnj171DdhRqGBeVSUoFy5cgCA8ePHIzExUSnFWV1dXXTs2BHBwcFo0qQJoqKiBJ6Nrl27onLlykqNlZycjN69ewuqKP/zzz/o3bu3wnPi4uIwd+5ciEQiTJgwAYBEmj0rK0tQ2JDBYBQuSpcuDUCy9KNNcNpSgERs8vjx4+jfvz8AidihiYkJVq9eTfv07dsXjRo1ov2nTJkCQJL5c/36dcTHx2Ps2LFwcnJCmzZtCu6FMLQOZqjkguxiSORx8eJFiMVi6OnJvs2TJ09WepyMjAz88ccfePbsGaytrbF7925cunQJHTt2RFBQEBwdHemPF4euri5GjhyJjIwM6sVZsGABFi9eDDs7u1y9DgaDoT1oo0eFXxkeAM6fP4/z58/T/YULF6Jr1670wSwiIkLwO3T58mW6raOjg7dv39L9oKAgZqgUc5ihokZEIpFcIyW3WFhYYN68eQAkTy2bN2+GoaEh/Pz80Lx5c5QvXx4hISGCc2xsbLB3715Bm4ODQ77nwmAwNEvDhg0RERGhVTWhvL29sz1+9uxZwdIQ/8Hq/Pnz1JsCAH369EHp0qUxffp0AP95agghTGG7mMIMFQ0jFosFlXNzwsTEhG4nJSWhbNmyKFeuHKKjo2FjY8P+kBmMIs64ceNgYGCAzZs3IzQ0FHPnztX0lBAUFAQAGDhwIF69eoXAwEDB8du3bwt+55KTk5GYmIjo6GgMGzaMZv/MmjULjRs3Rv369ZGSkoKYmBg0atQIN2/eRM+ePdGgQQPcvHmT/c4VNwoiV1qdFJSOiqrZs2cPMTQ0JH379s2x77dv3xRqJiQnJ1NNgu/fv9P21NRUGUn279+/k1WrVpElS5bkb/IMBkOjrFq1igAgw4cPL/Brp6WlES8vL+Ll5UXbEhISyKNHj0h4eDhty8rKIi9fvpSr/bR8+XJSp04dQduECRMEv2GESEQvN2/eLOinSGuKUfhgEvpajoGBAdLS0mTS+OTRq1cvGBkZ4eTJkwCAVatWYejQoXj37h1KlChB+3Xt2pVub9++Haamppg5cyZt+/nzJ2bPno1ly5aBEKLCV8NgMAoSU1NTAEBiYmKBX/vgwYOYOXMmZs6cicOHD+Pu3bt49uwZGjVqJCjnIRKJULNmTdSvX19mjKtXr1KdKY6RI0fKVBgPDQ3Fw4cPBW3K/GYyihbMUNEQPXr0QGhoKP75558c+3JZRzY2NgCAf//9FwcPHsS1a9cgEoloBV5+nZg3b94gJSUFRkZGtK1UqVIYNmwYPD09IRaLVflyGAxGAWJmZgZAM4bKs2fP6PbgwYPRokULtGjRAnfu3JHbf8GCBWjevDmuXLmC27dvo06dOli0aBGqVasm6Cct8paSkgJDQ0OByGVQUBANJmYUH0SkkD9aJyQkwMLCAvHx8UopxhZWHj16hMqVK8PKygrHjh1DWFgY3r9/j4SEBDRt2hRpaWmoWrUqevToAUBS5O7jx48wMTGhhg6DwSganDp1isoTDB48WOlio0QFAalt27bFjRs30KxZM4Euip6eHhWUVAZvb2+MHDkSADBmzBjs2rVLMLft27fD09MT5cuXh1gsxsiRI7F48eJ8zZ2hXSh7/2bBtIWExo0b020uep77wejWrRsGDRok6B8SEoKKFSvKKNCGhoZi5cqVSElJwf79+9U/cQaDoXI4jwogUaw+cOCAUgZIQEAAPDw80LZt2zz//b9+/RoAZEp3ZGZm5moczqPi4OCA3bt3yxznEgfs7e1x9+5dFkBbjGFLPxqCEIKtW7di3rx5+PnzZ57GmDp1KjZv3oz69evj1KlT2Lt3LzIzM9G8eXNUqVIFN27ckHvdXbt24ejRo7n+YWEwGNoBF6PCoWzcRkBAACIiIvKswRIfH4+IiAgAyPfyMWeohIeH48OHDzLHOYHMe/fuwdvbGxs3bsSwYcPg7++fr+syCh/MUNEQIpEIf/zxB5YvX07/8OVx7NgxDB48GMeOHRO0v3v3DmZmZvj1119RtWpV9O7dG6NHj4aHhwd1x4aGhsqM5+joiGXLlmHHjh0sToXBKKSYm5sLPBphYWFKnffq1SsAQN26dfN03ffv39PtK1euAABNjx49enSuxrK2tqbbCQkJMsf5St7lypXDtWvXcODAAerRYRQfmKGiQbjAVn7mjjQPHz7E4cOHZWoCjRw5Ei1btsTt27ehp6eHtm3bokuXLrh48SIAwM3NTfBDwKGjo4O5c+di1KhRMDQ0VO0LYjAYBULNmjURFxdHM2qklWEVwVUn9vLyEijHKkvDhg2RmJiIEydO0LaxY8ciMjISu3btyvV4d+/ehbe3t9zMIL7uiru7O63IzLJ+ih8sRkWDbNmyJcc+PXv2RLly5QQxKoCkCrOvry8+f/4MsViMa9euAZBUZY6KisKYMWNk3MMFxadPn/D06VNcvnwZY8aMkZk7g8FQDQ4ODnj69KnSHhV+EcCHDx+iW7duub6mqakpevbsia5du8LQ0BAODg55jh9xc3ODm5ub3GPt2rXD+PHj4ebmBmNjYyq5r6xRxig6MENFCyCEKKwJ5O7uDnd3d5n2ffv24cCBA5g2bRoGDRpEU/sGDBiQ4/USEhLw+fNnWFlZKaz7QwiBp6cnSpYsiWXLlin9Wry9vbFw4UL6Y3Lo0CEkJycrfT6DwVAeriyGsjEnMTExdJtvtOQWXV3dPHlkcnuNHTt20H2uTtCHDx+QlpaGjx8/IikpiRY2ZBRd2NKPhpk8eTKsrKxw/PjxXJ339etX1KlTB+bm5lQkiRCCoKCgHLUVpk+fjpo1a2LUqFEK+0RGRmLHjh1Yvnw5XddWht27dwueeIYNG6b0uQwGI3csXrwYP378UDptl2+o8LeVZdu2bRg3bhx8fHxyfW5+4QyV4OBg+Pj4wNnZGSNGjCjweTAKHmaoaJisrCwkJSXJVD/mePbsGV1X5lO2bFkEBgYiJCSEemJq1KiBmjVr5qipMGjQINSrVw9mZmYKFWrLli2L+fPn43//+1+u3Lp9+vRB//79ERwcDEIIduzYgaNHj8Ld3R2LFi1SehwGg5Ez1tbWNHZDGSpUqEC3pT0qmZmZOHDgAD59+iT3XH9/f/z+++/YvXu3oLpxQVGnTh3o6uoiODgYHTp0ACARtizkUmAMJWBLPxpm6NChcHBwkFvGnBCC1q1bIy4uDoGBgahTp45MHysrK7rt7u6O4OBgBAcHZ3vNVq1a4cmTJ9i4cSN8fHzQqlUruf2WLFmSuxcDoG/fvjTYbu7cuYiJicHAgQMBIFc/qAwGQ/XcuXMHV65cQceOHRETE4OsrCwcPHgQSUlJEIvFmDRpEoyMjOQu13JxcAAULhmrEzs7O3Ts2BH//vsvbcvMzERsbKzcxAFGEUJ95YYKhsJalFAZ4uPjSYUKFYiuri5JTk7OsX96ejo5efIkSUxMzLHv6dOnaZGvMWPGkNevX6tiyuTx48cEALGzsyM3b94kffr0odcJCAhQyTUYDIaE8PBwMnLkSDJ27Filz+H+RsuVK0eysrKIrq4uAUA6duxI/1al2bZtm6AwYEhIiCpfhtJkZWWRp0+fCuby/v17jcyFkX9YUcIigLm5OT59+oTExERBzR5F6Ovro1evXkpl+zx+/Jhu79mzBzVq1MDnz59p27hx49CpUyf4+vri8uXLSgXrPXr0SKDtMG7cOPzzzz/Yv38//P390aBBgxzHYDAYypOSkoJ9+/bh6NGjSp/DeR++fPmCSZMmUT0lroaOvLgPX19fwb6jo2Nep5wvRCKRzJLVjx8/NDIXRsHBDBUtYPny5ejfv7/AeOCjjJGSW6pUqQIHBwd4eHjQH6jhw4fT47dv38bly5fRvn17dOrUCT169MhxLbhNmzaoWrUq9u/fjytXrqB58+Zo27YtqlWrBldXV9ovp3EYDIZycA8GiYmJOQo43r59G5UqVcLs2bMxZMgQAMDWrVvpce5Bhb+czMEXZNu8ebNG5eylH5qYoVL0YYaKFnD9+nUcP35cICOdkZEhqBqqagYMGABvb2+YmJjA1NQUo0ePxtChQ+nxPXv2YM+ePbhw4QLs7e3h5uaW7Y9TSkoKDAwMkJWVhZ49e6J27drw9vbGtWvX0KRJEyQmJmLVqlWoX78+TE1NWZ0hBkMF8OO+5Km78omMjMTHjx8RHR2NpKQkmePXr18HIPHkShs9nMjaiRMnMHHixPxOO8/4+vpi8ODBgjZmqBR9WDCtFjB+/Hj07NmTqjMSQlCmTBnExsZi9uzZWLlypcqvaWBggNu3b+PIkSMAJJL8Hh4e8PLywpkzZ2jpdkA5gSUjIyPExMQgLS1NoHi7du1amJiY4NSpU/SHEJDorbDUZQYjfxgYGNDtK1eu0IKl8vj48SMAoFSpUtnWF1u0aBH1hnJwhoqmA+L5D2/jx49HuXLlUKNGDQ3OiFEQMENFC+jfv79gn/x/wcLNmzer9brTp09HSEgIOnTogO/fv+Ply5f4+PEj/vnnH9jb29OKzGfOnMGwYcOQkJAAsVgMHR3Fjji+kRIREYHZs2dDLBbD09MTurq6GD58ODp16pRtSW8Gg5F7BgwYQA2VsLAwZGZmokKFCtDR0UFWVhZ27twJAKhXrx6tz6MIaZl6zluj6b9bNzc3bN++HdWqVUPr1q01OhdGwcEMFS1ER0cHNWvWxC+//IKpU6eq7TqWlpaoV68ehgwZgu7du2P79u2IioqisSo1atRAgwYNkJmZiYSEBLRt2xbR0dE0poVPQEAA9PT0UKVKFVpMLDw8HI6OjrCzsxOshStLREQE/v77b4wcOVLjT3IMRmEgPT0dSUlJKF++PABg5syZWLNmDQICAvD582eYmppiypQpNE1ZEdKGirZ4VHR0dDBhwgSNzkGdEEJw+PBhuLq6onLlyrQ9KysLFy5cgJubGxX4LFaoPwFJvRSF9OSkpCTy6dMnEhYWRgiRpBx+//6diMVitV/7xYsXBACxtLQk3759IwsXLqRpf2XKlCGEECIWi8np06fJr7/+So+9efNGME6FChUIAOLv70/bxGIxuXTpklLp0vKoW7cuvd6gQYPy/iIZjCLMp0+f6N9JWFgY6d27tyB999SpU2TXrl00BZkQQlJTU8mzZ8+IgYGBoC/3b/369XT8rKwsoqOjQwCQiIgITb1MGWJjY8nz58+LVHrygQMH6O8xnxEjRhAA5Pfff9fQzNQDS08uROzduxcVK1bE9OnTIRaL4eDgAGtr63zV4lCWWrVqwc/PD8eOHUNSUhKV4q5RowaNUdHR0UGPHj0EWUleXl6CcWxtbVG6dGlBxoCOjg46duxI06W/fPkCkUgEkUiE1atXK5xTRkYGUlJSUL16ddp25MgRpKWl5f8FMxhFjAoVKsDe3h6AJCPmyZMnguO9evWiVdU5b6ihoSF0dXVhZWUFfX19/Pz5E5mZmRg/fjyA/zwoYrEY586dg7+/P6KjoxUqaGuCP//8E3Xq1FG6fIC2k5qaShMapAOEvb29ASBPnumiAFv60QIsLS1hZGQEkUhEs2fS09NhYmJSINdv2rQpAMlSzZgxY5CWliY3K2fXrl3w9vZGly5d0KxZM8GxBw8eZHuNy5cvo1OnTnR/7969+N///ie3b9++fXH79m34+Pjg6NGjWLBgAZycnJTKgjp9+jTi4+PRs2dPGTd1QkICTE1Ns42xYTAKI3Z2dvj8+TMiIyPlGvRnz55F48aNBZWKDQ0N4ezsjIkTJ9LfGi4GhTNUoqKi0KNHD+jq6iItLU2r/na41OyikvXz8OFDwX56ejqePXsGb29vtG7dGjdv3kTNmjWRmpqKiIgIODk5aWimGqCAPDxqoygs/WRlZcm0paeny20vrJw/f566lfX09Mjq1avl9svMzBS4oFu0aEFOnDhBvnz5otR1SpUqRQCQly9fyhwbPnw4MTY2Jhs3biTp6em5mn9KSgpZsWIFeffuXa7OYzAKgu7duxMApH379vRv57fffpNZ0smJ5cuXEwBkxIgRhBBC/P39CQDi4OCg7peQa44fP04AEHd39wK7pq+vLxkyZAj5+vUrycrKIikpKSob+8OHD/RzWrRoEQkNDaX77u7uBACpUaMGGTJkCAFA3NzclFIs12aUvX8zQ4VRIMTExJAGDRoQAGT69OnZ9o2MjCQ1a9YU/MBeunRJqev07duXdOrUibx9+1bmmKurKx3v33//zXaczZs3k0OHDtEfgnXr1tFzi5IBySgajB07VvD30qhRI/Lz508yatQoQXtmZma24/zzzz+kffv2ZOPGjeT79+/E29ubACDNmjUroFeiPFevXiUASO3atQvsmlZWVoL3c+bMmWq71rRp0+h1GjZsSAAQW1tbwfULIo5RnSh7/2ZLP4xc8e3bNzx+/BiGhoaIjY1FWFgYKleujJ07d6JChQrYvn273POsra0xefJk/PXXX6hYsSKA/xRqpYXkypQpg8DAQPj7+8Pd3R2ARLI7NjZWYcQ7IQTnzp2DjY0Nfv31V1SpUoUeO3v2LHr06IHOnTujTJkyiIqKylYcKyUlBZMmTQIgcSsbGRmhbt26AIApU6ZoVJWTwZBHy5YtQQjBnj17AABJSUkwMTHBn3/+CUdHRyxcuBCAREuF/7chTe/evVGmTBkMHToUU6ZMoe3aFJvCwS39vHjxAvHx8QWSkRQXFyfYf/HihdqutXbtWjx48AD37t1DQEAAACA6Opoe3759e/H5LSoIq0mdFAWPSkZGBpk1axZp3bo1CQgIIBMmTCCrVq3S9LTkwi3hNGrUiHTu3JkAIAMHDiQASLVq1ZQaIzMzkzx69Ii0a9eO/PPPP4JjISEhAo/FixcvSJMmTQgAsmXLFpmx4uPjiYODAzEwMCBTpkwhAMi0adPo8dTUVMETyPfv30liYmK2T5ZxcXHk119/Je3atWPeE0ahgvueOzk50bYJEybQ9sePHys9Bv8ftxSkTbx8+ZLOz97eXuBd2LVrF2nbti359u2bSq/Jfy8BkLJly6ps7LCwMBIcHEw+ffpErly5Qnx8fMj+/fsF3hvOs8L/l5SUpLI5FDRs6aeQYW9vL/jy1alTR9NTkktAQACpWbMmGT16NNm4cSPp27cvuXPnDjl58iTx8vLK8fzExETB65w9ezY9duXKFQKANG7cmNy7d4+2jxo1ipibm8s1VLKysmiK5Z9//kkWLFggWCbiu77nzp1LCCGkY8eOpEKFCtl+Z/755x9Ss2ZNMnbsWJKWlkbS0tKUen8YDE2RlZVFDA0NZeJRdu/eTXR0dMjIkSOVGkeeoTJ16lR1TTvPpKWlCX43ExIS6DGu7eLFi6Rbt25k5MiRZPjw4eT69ev5vu706dOJvr4+vcbp06fzPSYh/y3flStXjgAgXbp0IZ8/fybGxsake/fuJDMzk1SpUkXms8nIyFDJ9TUBM1QKGTt27KAxHIq8B9rI+vXryYgRI0hgYKBS/fnBspMnTyY+Pj702OrVq0mLFi1Iy5YtZT7PoKAgcvnyZZlr169fn/Tt25eEhYWRzMxMMmXKFFKlShVy+PBhQogkZoX/fmZkZNDrX7t2Te4cP3z4QLZv304AkNKlS5POnTuTDRs2kJ8/f5LHjx8TPz8/pd+fgsDX15f07NmTrF27VtNTYWgQ7vvZsGFDsmjRItr+/Plz4uzsTD58+JDjGGKxWK6hsnjxYnVOPc9kZGQQXV1dAoCEh4fTNs6QuH37Nn0NVlZWZPny5TJjxMbG5ikotXHjxgQAGTNmTL5fByGE6t907dqVznnlypUkKSmJpKWlkYSEBDJ+/HhiZ2dH2rRpQ/vcuXNHJdfXBMxQKYQ8f/6cdOvWTWUWekHQokULAoAcO3ZM6XM6depEXFxccvUkwP1RPn/+XKYNAFmyZIkgy4ETrEpLSyPfvn2jonM+Pj5kypQpZO/evXRZ5/Dhw2Tp0qXk/fv35NGjRwQAcXFxIZcuXaJPMGZmZtR4cXZ2VnreBQE3LwCFPguAkTfi4uJU9h0YPny4jKHCF3LUNkqWLEkAEG9vbxIREUE+fvxIABBDQ0MyZ84cwevo3r274Nx79+4RAwMDYmtrK3MPEYvFguWkrKwswf6WLVsIANKnTx+VvI5ffvmFACDz58+n823fvr1Mv5SUFNKxY0fap3///iq5viZggm+FkNq1a+PcuXPo0aOHpqeSI1lZWSCEYMSIEXBzc0NSUhLS09OVOvfff//F/fv3oaenfCw3V3wtLCwM27ZtQ4MGDWBmZkaPL1iwgAby+vj40JonBgYGSExMxMuXLxEREQFfX19s3LgRfn5+IITgzZs3GDRoEObPn49Xr17h0KFDACSaBk+fPsW7d+8AAOXLl4eLiwvs7OzklhDQFB8/fhTo7Xz79k2Ds2FoCn4gqTJFRLOjb9++gv0OHTrA1dU1X2OqE+61jxgxAmXLlkWbNm0AAGlpaTIFXcuVKyfY9/PzQ3p6OqKjo3H//n3a/vz5c1SsWBG//PILbYuLi4Oenh6srKyQmZkJa2trAFCZMGdsbCwA0MB9AKhTp45MvxIlSmDZsmV0/++//862yGSRoEDMJjVSlDwqhYWZM2dSa56fRhwdHa30GFlZWSQmJkYp+esbN26Qdu3aEU9PTyoxzf0bM2YMOXfunKDtxIkTgvOtra0JAFKiRAly9epV4unpSZYuXSo4p3379uTRo0fk3bt3tM3Ly4v8/vvvZO7cuSQqKirX71NBMHHiRDrfDh06UPc3o/jBfQ9MTEzyNU5GRgZZvXo1Ha969epaHVTOL7WR0z8nJyfi4eFBl8H++OMPwfHy5cuTuXPn0mUdAFQrJTg4mAAgpqamhBBC3rx5Q1auXCmTEJBXuHibR48ekYoVKxIAJCgoSGH/I0eO0DkqG3+kbbClH4baGDx4sOAP28XFhTg5OeUqp5/vqk5NTSWEEFKvXj3SoEEDEhoaKujL1Snh/lWsWJFUqlSJlChRgmzYsIHEx8cLhK74sSzLli2jxtTx48dpOycMx/178eIFPRYbG0vu3btHduzYQQ4ePKjVP9J//PEHcXBwIBs3btT0VBgahvsuGxgY5HusZcuWEQDE3Nyc/n1qK9zys6J/ZmZmMm23b98mhBAyfvz4HI2byMhIQggh165dI4BEdI3j27dvpEKFCsTDwyPfr8PY2JgAIB8/fiShoaFyRSv53Lp1i87RyMgo39fXBExHhaE2pk+fjsGDB8Pa2hrW1tZUFyU3mJubQ0dHB8bGxoiPj0epUqUQGBgIQgj09fUFfV1dXbFq1SrcuHEDr1+/Rvfu3bFx40YQQiAWi6Gnp4crV66AEILXr1/jxYsXuHfvHmxsbDBv3jzo6ekhIiICdnZ2dEw7OzvExMSgTZs2OHLkCGxtbekxKysr1KlTB82bNwcgKS1foUKFvL1Zamb58uVYvny5pqfB0AJEIhEIIXB2ds73WElJSQCA4cOHw9DQMN/jqRNFS7GDBg1Cq1at4OHhgcjISJw+fRqXLl3CgwcPqB4Jt9zSv39//P333/TcqKgoOm5cXBzKlCmDkJAQABD8Frx8+RIhISEICQnBjx8/qLZLbklNTUVycjIAoGTJkkppwvCv1aFDhzxdt7DADBVGrqlXr16+x9DR0UFqair09fVBJJ49+Pr64sePHyhVqpSgb506dfDz50+kpaXB09MTHh4eACQ/zPw4F5FIhJs3b2LixIno06cPtm/fjtWrV8sYKYBkDZpPQEAAnJ2d8fjxY5QuXRqVK1dG586dkZCQAAcHB9pv4MCBiI6Oxr59++Do6Jjv94HBUBV+fn5YunQp1q1bl++xuNiOwhDzdPToUXz8+BGPHz9G7dq1qQjbb7/9RmuS2djYoE6dOnjx4gUePHiAr1+/AgBGjx6Npk2b4pdffsHvv/8Od3d36Ovro3Tp0nBycsLHjx+pyFtoaCgASbwaR6tWreh2QEAAjY9Rhl27dsHGxgbVqlWDt7c32rdvjypVqtB6SznBN2YKw+eUL9Tu21EzbOmn8MPVF2nevLnCMvIrV64kAMiwYcOyHevcuXPEzc2NzJs3T+nrb968Wcbdq0gQzs7OjgAgT58+VXr8gmDixImkWrVqKlsvZxRvuL+DunXranoqOZKVlUXKli1Ll3R27txJ3r59K3fJlhNsmz9/vsyx79+/09ednp5OxdUuXLhAYmJi6LElS5YIzuvRowcBQDZv3iwzL77+UmxsLM10fPPmDR2vW7ducjOSciI2NpaO4ejomKtztQWNZv2EhIRg1KhRqFixIoyMjFCpUiUsXLhQJivk+fPncHd3R4kSJeDg4IA1a9aoYzoMFUMIwYABA2BkZISwsLB8jxcYGAgAuHfvHoKDg+X2ady4MUaNGoW2bdtmO1a3bt1w9+5dtGrVCvfu3aMubGkiIyPx4cMHpKamwt3dHeXLl6cl1itVqgRdXV25523YsAGHDh3SGm/K77//jl69euHKlSsIDg5GRESEpqfEKAKMGTMGADBv3jwNzyRnQkJCEBERAT09PTRu3Bjjxo1DlSpV5MrLc6UAOI8KH3NzcyxatAiurq6YOnUqhg4dilevXqFVq1YYPHgw7SddxoNb+g4JCcGuXbto9uGQIUNQpkwZhIWFITw8HCVLlqQel8TERHr++fPnASDXvyl8zwtfWr9Iog4r6dKlS2T48OHkypUr5MOHD+Ts2bPE1tZWUIwuPj6elC5dmgwaNIi8fPmSHD16lBgZGZFdu3bl6lrMo1Lw/Pz5k1ry+REbOnDgABkxYgTVIwBA9u3bp7D/8OHDSZ8+fcibN29yHJsbr2fPnnKDfG1sbAgAUqZMGUH73bt3SXBwcO5fjIaoVq0aAUA2bdpEfHx8tDY7iVG4yMjIKDSVwl+/fk0cHByIm5tbjn03bdpEtUdSUlLI33//TZ4+fSrwvowYMYIAIEuXLqVtbm5ucoP1+WPy/4WHh9NtT09PsnbtWrrPwf/dA/5Tzs4Nr169oucXRvVsrcv6WbNmDalYsSLd3759O7GyshK8uf/73/+UrhfDwQwVzXDx4kXi5eWVr4wY/g8Cl9nTrVs3hf25yqHPnj3LdtysrCzBDwBfWptjzZo1BJDI7hdmTp48SXbs2EEzExiM4kZWVha5evWqwmVjPlw16I4dO5Lnz58TAMTS0lLwO8apvh44cIC2nTp1igAgrq6uMmMePXpUxlAZNmwY3e7evbtgeZl7cPL39xecs2bNmjy99oCAABIeHl4oKylrXdZPfHy8wGXm7++PFi1aUCEvQBK5vHr1asTFxcHKykruOGlpaUhLS6P72VXBZaiPTp06oVOnTvkao2fPnnByckKbNm3w5csXtGjRIttA3S3/1959h0VxfX0A/y5dpSuKitjBig1BYuwF7C02sGLsvSRGDWqMomKJJRpLosbesYui2AsSARVBBZWqNOnSFva8f/AyP1aKC7LsoufzPDwPzNyZOXOB3bt37j1361ZER0dLDWb7VGBgIEaOHCm1TVtbO1+5BQsWYMyYMcVeFfb58+d49eoV2rVrl2+AriIMHjxY0SEwplAikQg9evSQqWy/fv3g4+ODxYsXC8nUzMzMhMdEQUFBuH79OoCc5JLLly9Hy5YtYWRkBACIjY3Nd84BAwZgwIABOHv2rLDt33//Fb5funQptm7dKvwcFxeHKlWqwNraGvXr18fr168BoESrP4tEIrRu3brYx5U7ZdFqCgwMJF1dXdq1a5ewrUePHjRp0iSpcrndWEUluVm2bFmBc925R6V8evjwIR09epRCQ0NL5XyvXr0iAKSnp0dEVOqfMvL+zSmTd+/ekaurK129elXRoTCm1C5cuCD1fzx69GhhX/369YXts2fPFvZ7enpKva4UJDs7Wyq1PQBavHhxvm3Pnz+nefPmUcuWLaW2HzlypAzuXrnIZTDtL7/8ApFIVOTXixcvpI6JiIiAnZ0dhg4dKgzQ+hKLFi1CYmKi8PWl6aKZYu3ZswcjRowQBqB9qZo1a+LixYvCADUVldIdL543p0TeAXGKcODAAaxatQrPnj3DgwcPMGjQICxfvlyhMTGm7C5evCj1s5mZmfC9ubm58H2jRo0AAHfv3oW1tTWAnCcDkZGRBZ5XRUUFrq6u2LVrF9TU1GBiYoKpU6fCzc1NKGNkZISUlBQEBATA19dXarmCkvSoAMDx48exYMECnD59ukTHlwfFevQzf/58jBs3rsgy9erVE75/9+4dunTpgu+++w67du2SKmdsbJxv5HXuz0WtpaKpqan0CYiY7OrXrw8rKyvhheBLVaxYEUlJSfjtt98wcOBALFq0qFTOmys9PR2NGzfGixcv8OjRo2LlTShtBw4cgLu7O0xMTGBmZoY2bdqgbdu2CouHMWWXkJCAv/76S2pb3sbJtm3bMGjQIEyaNElIqPb27Vthf+fOnaWSQ35KS0sLEydOxA8//ACJRIK///4bffv2xYULFwDkPDo2MjISZumMGTMGS5YsQUxMDFq1alWie7p//z42b94Md3f3r/dRsLy6dMLDw6lhw4Y0YsSIAnNS5A6mzczMFLYtWrSIB9OyL5a7+ujUqVPlcv7evXuTkZERnTlzRi7nl9X+/ftp2LBh9OjRI2Hbx48faf369eTk5ESBgYG0fPlyatSoEcXGxiowUsaUQ2RkZL5hA7nr/nzq+PHjUuW6detWrGvlzcuS9yt37TEA5Onp+cX35OfnR0DOatHKvNxHQRQ66yc8PJwaNGhA3bp1o/DwcHr//r3wlSshIYGqVatGo0ePJj8/Pzp69ChVrFiRpyezL/b69Ws6ffo0eXl5KToUuQkJCSlwDZaHDx8W+OJ4/vz5Is935swZqlq1KvXu3VteITOmcGlpafn+Nwp7c/90sdORI0cW61pZWVkF/i/m/QoODv7ie0pPTxfOV94+kCh01o+7uzuCgoIQFBQEExMTqX1EBCDnedzVq1cxffp0tGnTBlWqVMHSpUsxadIkeYTEviH16tWTegT5NbK2tkZUVBS8vb2lZkp9muCuVatWSExMRMOGDYs8n5qaGqKjowt9/s7Y10BLSwt//PEH0tPTkZKSAisrqwITwwHIN6uxqEc+BcmbNNLQ0BC6urrCekElPWdBNDU1UaVKFcTGxiIiIgKVK1f+4nMqG7k0VMaNG/fZsSxAzhoud+7ckUcIjH21cl9kiUhqqvacOXNw7tw5nDx5EmFhYTAyMsKAAQMKnJ79qXPnzqF///7w9fVF+/bt4erqWiovoowpmzlz5shUTk1NDStXrhSy837J/0NcXBxOnjyJrl27AgAsLS3h6OiIChUqlPicedWsWVNoqOROu/6a8KKEjBWTm5sbDhw4gHbt2mHmzJllfn0tLS0kJSUhJiZGKt/Qhw8f8PbtW7x+/Ro///wzACA8PBxv3rxBjRo18i32mPe43bt3C72doaGhiI6O5oYK++blbeQXN+cSkLOAq6+vL3R1daUGuv/8889SM36+VJ06dfDkyRMhJ8vXRi5r/TD2NQsMDMThw4cV2hsoEonyNSQWLFiAu3fvYsKECQCA169fo1atWmjRogVOnjxZ6LnU1NTw559/Cj/36tUr3yNbxr5FlSpVEr7Pna5cHK6urhg4cCBu3rwJbW1t9OnTB7q6ulKrLpeGRo0aQU9PD97e3kLCuq8J96gwVkwdOnTAhg0b0KRJE0WHIqVFixZYtmwZduzYgWnTpmHz5s3CPjW1wv/V9fT0MG3aNBAR3N3dsW7dOmFqJmPfMmNjYzRv3hydOnVC+/bti318nTp14OrqKvx87tw5pKeno2LFiqUZJlasWIFWrVphxIgRiI6OVmjaBHkQUW5/bzmVlJQEPT09JCYmSq0mydjX6s8//4S/vz/s7e3x/fffS+2ztrbGo0ePsGfPHsyfPx/x8fH4559/4OjoqKBoGWNl4ezZsxg4cCCsrKzg6emp6HBkIuv7N/eoMFbO7Nu3D48fP87XSAFyMjcHBQWha9euCA0Nhbq6epEJEhMSEvDgwQO0bNkS1atXR2xsLAICAmBoaIimTZvK8zYYY6UodwxaTEyMgiMpfdxQYawE4uPj8fz5c7Rt27bMMyX/+uuvuHnzZoHPuQcOHCjzebKzs4XBuFWqVEFMTAw2bdqEVatWYcqUKfkyeDLGlFfuwolfY0OFB9MyVkxEhAYNGqBDhw7w8/Mr8+sPHDgQmzZtQo0aNT5b9tSpUxgxYgT++eeffPvev38vfJ+7snnDhg1Rr149mceoXL9+HRs3bpRa0ZwxVvZyGyopKSlIT09XcDSlixsqjBWTSCSCtbU1GjRogE+HeKWmpuLYsWNYuXIlvLy88N9//yEuLk5BkQL+/v44duwYvLy88u0LCAgAABgYGOD58+cAgLFjx+L169dYvXq1VNlP1+XKdevWLWzbtg2dOnVCVlZWKUfPGJOVvr6+MGg+NjZWwdGULn70w1gJ7Nq1C1WrVoWGhgbS0tKQlZUFHR0d+Pr6YsSIEQAAJycnADnZYb29vUvluh8+fEBsbCyMjY1lWm3V1tYWenp6BSaBMjIywogRI2BiYlLgrKDAwEDExMTg2bNnWLRoEWJiYqSybQKAg4MDNm7cCBMTE+zZsweBgYFYt25dyW+QMVYiIpEIOjo6iI+PV/jK7qWNZ/0w9oVcXV0xePBg9OnTBzNnzoSdnV2+MhKJpNBU3cWxc+dOTJkyBQMGDMCZM2dkOiY1NRUZGRlSyeFk4ejoiL179wo/h4WFSeVXef36NTw9PaGmpgZra2uYm5tDXV0dSUlJUveamJiIhw8fQiwWo2/fvsWKgTEmu5UrVyIrKwtTpkyBsbGxosP5LJ71w5icxcfHY9u2bULPycWLF3Hx4kVs2bIFQ4cOhampKQwMDPDixYtCGylEhNTUVKnEUkXJzMyErq6u8Dz6c4gIXbt2RUBAAPz9/VGzZs3PHjNr1izcu3cPqqqqqFmzJgwNDTFv3jzo6OgIZU6fPo0hQ4YAyFkyo3///mjdujXq1q2LjIwMaGlpCWUbNmyImJgYaGpqfnXPzhlTJrnp/mWxfv161KhRA/b29nKMqHTwGBXGSkgikQiNlLyZXd+9ewdjY2OkpKQgKiqqyJ6MuXPnwtjYWBgv8jkzZ85EYmIidu7cKVN5kUgEY2NjJCUl4dixYwCAEydOYPr06YWOKXn9+jW8vb1hYGCAs2fP4unTpxg3bpzUo6Y3b95Ifa+lpYX79+/j0KFDUo2U9PR0YRaCpaWlTDEzxuTL19cXP/30ExwcHBQdiky4R4WxEjI0NMSkSZNQvXp1WFtbQ0NDA/r6+sIYFQ0Njc+e49q1a0hJScHbt2/RuHFjma+toiL7Z4zFixdjzJgxwjiVNWvWwNvbG+/evcP9+/eFcSa5XFxcoKuri6NHj+Lq1asFPraaMGEC2rdvj4sXL8LCwkLY//z5cyFj79y5c2FnZ4cjR44gMjISs2fPljlmxljxvX//HvHx8ahevXqRH5Cio6MBAGZmZmUV2hfhhgpjJSQSiaR6Ngqaort582Z4enpi4sSJ6NKli9S+gwcPCrNtqlevLrc4raysYGVlJfyc24AKCQlBdHQ0Pn78KFW+adOmUtsSEhJw8+ZNPH78GAMHDoSlpSUMDAxgY2MDGxsbeHh4CGVzG1C+vr64ceMGkpKSCpwazRgrfWPHjoW7uzsOHDiAUaNGFVouPDwcAFCvXr2yCu2L8KMfxr5AYGAgHBwcsGfPngL33759G0eOHMHatWtx4cIFYfubN2+wYsUKAMB3332Hli1bfvZaq1evhpmZGTZs2PBFMa9ZswZubm44dOgQnj59isWLF+crY2dnhxEjRuDWrVswMDDAoUOHsGrVKjx48CBfWQsLC/z0008AgPbt2+Off/5BcHAwnjx5gqSkJISGhn5RvIwx2eSuIZSamppvX1paGt69ewcAwv+kqalp2QX3BbihwtgXuHnzJg4fPowtW7YUuH/MmDFYunQprly5gn79+iEtLQ2ZmZlo0KABAgMDAeSMfD9w4MBnrxUWFobAwMBiTz2USCR4+PAh5s+fj7Nnz0JPTw+tW7dG48aN0bx5c9SuXTvfMdOmTcORI0fQsWNHADkrKk+bNg3NmjXDu3fvsG7dOhw+fBhATlZbFxcXjB49GnFxcYiLi4OdnR38/Pxw8uRJ1K5dG/3794eFhQVu375drNgZY7IrrKGyatUqVKxYEUOHDgWQ05sK5KRZkHV8nEJROZeYmEgAKDExUdGhsG/Qvn37CACtWrWq0DIZGRkEgABQdHQ0vXr1Svg592v06NGfvVZISAjduXOHXr9+XawYJRIJiUQiAkB16tQhAKSpqUm6urpkY2NTrHMREXl4eBAAatKkidT2wMBA+u+//8jNzY0aN25MHTp0yHefx44dK/b1GGOy+fHHHwt8Pcr7P0hE1LVrV+Hny5cvKyJUIpL9/ZvHqDD2BUaPHi3kECmMhoaGVAZbIyMjJCcnY/369RCLxVBTU0Pr1q0/ey1TU9MSddWKRCLcuHEDd+/eRVRUFLZu3YqMjAxkZGQgKSmp2OerXLkyxowZky9PQ4MGDQAAV65cQUBAACwsLGBvb4+LFy+iQ4cOGDBgAOrXr1/s6zHGZJPbo5I7xiwgIAC1a9eGuro6xGIxAODZs2cICgoSjklISMh3nqysLFy7dg2dOnVChQoV5B/455RNu0l+uEeFKbOPHz/Sq1evyNXVVdGhCDZs2EAAqFWrVvT48WOZj5NIJJSWllZkmZCQEOGTWt5PdXFxcQSA9PT0KCsrq8SxM8YK98svvxAAmj17Nt25c0f4P8cnPZsqKirC93Z2dvnOc+DAAQJA1tbWco1X1vdvHqPCmBwdPHgQZmZm+PHHH/HixYsvOtepU6dw+vRpxMfHf9F5TE1NYWFhATs7O5l6cgDA09MTGhoaaNasWaFlAgICpNYIyruq9Nu3bwHkZKnNzMwsYeSMsaLkjjfz8fHBwYMHhe8/JZFIhFlBbm5uCA4Oltp/8uRJADn/97a2tvjw4YMco/48bqgwJkc//PADRowYgQ8fPqBx48Zo3bo1OnfuDCcnJ6HBkZqaitu3b+PJkyeFnufdu3cYOnQohgwZUuJZNNHR0bh16xY6d+6MJ0+ewNnZWeZjK1WqhKysLLx+/RqLFy/O98IGAJcuXcKOHTsAAC1btkS7du2Efa1btwYRISEhQTm6khn7CtnZ2WHcuHGYPXs2atWqVWTZvIulfrqGV95HtFevXhUaPQoj136dMsCPflh5kDvoNu9XfHw8ERF17NhR2FbYoxgfHx+aOXMm/fjjj5SdnV2iGHKvMXPmTPr333/p77//poiICJmOzczMpLCwMDI3NxfOs379eqkyrq6u1LNnT1qzZk2J4mOMlZ6ffvqJAFDXrl2pR48eVK1aNanXn+7duxMAql+/fr5jp02bJpSrU6cOJScnyyVGWd+/uaHCWBmIjIyknj17Cv/8/fr1I4lEQkREfn5+wvZz587JLYbNmzdTpUqVyN3dnczMzAgAeXh4yHx83tlLAGj37t1yi5Ux9mUmTJhAAGjlypVERPTs2TMaNmyY1DgVPz8/8vf3p6ioqHzHZ2Vl0YcPH6hu3brUpUsXCgoKKvUYeYwKY0qkWrVquHLlCq5duwYvLy8cP35cSDvftGlTnD17FgcOHJAp8VtJzZo1C0lJSejevTuioqIAFC/hk5qaGgICAnDlyhV4eXlhwIAB+co8e/YM7u7uBT6esrOzg76+Ptzd3Ut+E4yxIsXFxeHevXvC/5mhoSEAoFmzZjh27BhevHgBW1tb3Lx5E25ubmjSpAnmzZuX7zyqqqowMDDA+vXrYWZmhqpVq5bpfeTF05MZK0PdunUrcHv//v2LPC4jIwMaGhqFrsIsq9wU91evXkVUVFSxpgvv2LED79+/x/Tp0wtdQv7PP//Erl27sGLFCmHBxlwfP35EYmIiEhMTS34DjLEiHT16FNOnTweQs4jppx9+zM3N4ebmBuB/i4vmrv3zKZFIhMGDB2Pw4MHyC1gG3KPCWDng6OgIdXV1bNu2rVTOZ2VlhX79+hXrmHXr1mHlypV49OhRgftfvXqFXbt2AUCBA/n27NmDly9folevXsUPmDEmk9z/vdatW2PLli2wsbEptGzuAqL37t2Tyng9ffp0jBgxAv7+/vINVkbco8KYEoiMjERERAQqV66MOnXqSO3bv3+/kK4+N6GTIgwZMgQA0KFDhwL3567WKhKJhBWk82rYsKH8gmMFio2NxZUrVzB48GCebfWNyH2cW9DMvE9ZWlqidu3aCAkJwcOHD7Fz5040b94cly5dQnBwMObMmSPfYGXEPSqMKYGNGzfC0tJSWDMob66R3CySffv2xQ8//KCQ+ABg/fr1WL9+faHLx1epUgUXL15EQECAsEIzU6xBgwZh1KhRWL9+vaJDYWUkN0N0XFxckSkPgJwPFY0aNQKQk0/l1KlTWL58uTB1ubD/9bLGDRXGlICBgQGMjIzg7u4OkUgETU1NLFy4EEBO4jRHR0csWbIEOjo6Co60cCKRCL1794a5ubkwFiavp0+fYseOHTyYtgxpaWkBAGrWrKngSFhZqVSpkvD9rFmzPls+91FRdna2sC13aY0aNWqUcnQlww0VxpSAo6MjgoOD4eDgIGxzcXFBdnY2li5dij179uR7JFTeXLlyBVOnTpVppWhWOjZs2IAzZ84UOoibfd3at2//2TLp6ekAcrLR5u0J1dbWVpoPRtxQYUwJVKtWDWlpaejQoQPu3bsHb29vxMbGIi0tDW3atEG9evWEaYblVZMmTTBw4EC0adNG0aF8MywsLDBgwAAhtTorufnz58vUQ6EMnj59CicnJyxevPizZVeuXAldXV20a9dO6pFzSkqKPEMsFhFRnmVdy6GkpCTo6ekhMTERurq6ig6HsRLbtm0bZsyYgcGDB+PUqVOKDochZ6yQSCSCurq6okMpkdDQUKxevRpZWVnYvXu3osNRCidOnIBYLIa9vb3MxyQnJwvvLxEREUrzSKS0dO/eHdevX8+3Xd7NA1nfv7lHhTEl4e3tDeB/z4rfv3+P+fPnl3htH1ZyHz58wMCBA6GlpYW///5b0eGUyPnz5zF37lzs2LED+/fvl/ubTnmQlpaGYcOGwcHBAREREXj27Bm6dOmCjRs3FnlcpUqVsGzZMvz666/Q09Mro2jLTuXKlfNtu3//vgIiKRhPT2ZMSfz6668wMjLC7NmzsXv3bsyaNQvp6ek4fPgw3r9/r+jwvim7d+/G2bNnAeS84U+dOlXBERWfm5sbTp8+DQDYsmULsrOzoab2bb/ka2hooHLlykhMTMTz589x+/Zt3Lx5E5qamgVmZ82loqKC5cuXl12gZUxfX1/q59jY2AIbL4rCPSqMKYm6detizZo1qF69OpycnIRBblpaWhCLxQqO7svFxsaibt26MDQ0hEQiUXQ4RcrKygIADB06FEePHlVwNCUzcuRIrF+/Hvfv38fkyZO/+UYKkJMWPjY2Fr/++itsbW1x/fp1rF27FiKRCEuWLFF0eAqTN8eRj4+PUjVSAB6jwphSmjlzJsRiMerXr49GjRoVO4usMkpPTxeSjsXHx+f7FKeMsrOzoaqqqugwWCm7efMmunTpAgsLC+zduxdt2rSBuro6UlJS8PLlS9SvX18queKzZ8+wf/9+VKpUCWPHjkXdunUVGH3p+/jxI86fP4+ePXuW6aB9Wd+/uaHCGCszDx8+hKGhIerXr88NgDKSmpqKd+/eQVtbu9A1mr4VXl5eeP78OVq2bInY2FjExcUhNTUV9+/fR7Vq1dC6dWsMHjwY48ePx549e4Tjdu7ciSlTpgAAnJycsGLFCkXdQqGePn2Kvn37wsnJCRMnTlR0ODLhwbSMlXO2trbo2bOnsHDY16Bdu3YwMzMrF42U+Ph4bNiwAS4uLooOpdjEYjHu3LmDDx8+YPbs2WjYsKGwDhMg/9kcyurAgQMYP348Dh48CEtLSwwfPhzjx4/Hb7/9ht9//11YnC83M2uuvD0oeROqKZNjx44hLCwMkyZNUnQopY4fWjKmhFJSUqCmpgYPDw9eo0UBJkyYgJiYGJw/fx6ampr4+eefFRZLXFwcDAwMirVy9qtXr9CxY0fo6Ohg7ty5qFSpkjDOKSkpCa1atUL37t2xc+dOeYWtlBo1aoTu3bvDysoK+vr60NHRQXJyMt68eQNVVVVUr14dvXr1Qtu2baWO69mzp9I37n788UcYGhrCwsJC0aGUPirnEhMTCQAlJiYqOhTGSo23tzfp6urSlClTFB1KqfLw8KDt27eTn5+fokMplFgsJlVVVQJAXbp0oSlTplB2drZCYrl27RoBoF9++aVYx92+fZtq165N7dq1I7FYTBKJRNgXEBBAlStXJg0NjdIOt9x59+4dPXr0iJydnQkAAaCDBw/SmzdvaMKECRQcHCzzucRisRwj/TrJ+v7NY1QYU1K5f9PF+SSt7IYPH47jx49j06ZNmD17tqLDKVBGRgb27duH0NBQrFixQqGPqfbu3QtHR0cAOYORNTU1i3V8VlZWvtk+7969g4mJCapWrYr3799/VX9fJdWlSxfcvHkz3/YGDRogMDBQpnOYmJggIiIC1tbWePjwYSlHWDxBQUHC4oTKTNb3b370w5iS+hoTS9nY2EAsFiv1ukWampqYPHmyosMAAIwbNw6mpqZo3759sRspAAqckly9enWIxeJyMU6oNGVnZ0NFRaXAhtmhQ4ewbds2NG3aVGq9rREjRgAAunXrBg8PD2GB0O3bt+c7R0REBADA09NTTndQuJiYGNSvXx+6urrQ09ODv78/kpOToa2tXeaxyAMPpmWMlZk5c+bA1tYWu3btQnJysqLDkYlYLJZaA6UsiUQidOvWTVgF+XMKyreTlpaGqVOnYsCAAfDw8MDAgQNx+/bt0g5VZqmpqbh69SrOnz9fJteTSCRYuXIltLW1oaKigpkzZ+YrU6NGDaxatUrovQJykqCtX78ePXr0wNOnTwHk9LZdu3Yt3/FjxowRvl+7dq0c7qJoHz58QHJysjC9GvjfCshfA+5RYYyVGYlEIkzz3Lt3r1Iu8hYQEAAigqmpKSZMmIBTp07h8OHDGDZsWJnGERcXh4yMDFSvXv2zZYODg7FgwQIkJyfj3r17+PjxI4CcNOjW1tb4559/IBaLIRKJcO7cORgZGaFLly7yvoUCxcTEwNbWFpqamkJSQ3kKDAyEi4uLcK2iEt9lZGQI33/8+BFNmjTBtWvXsGnTJjRt2hS+vr75Hqns3bsXJ06cAAAsXrxYIQOv69Wrh1evXiE5ORl6enrQ0dFBlSpVyjwOeeGGCmOszKioqMDNzQ03btyQ+hSqTKZOnYpbt27h6NGj0NLSQnZ2NoKCgso8jitXrsDe3h4dOnRAp06dEBMTA29vb2zevBk2NjZSZRMTEwtcyFJVVRUqKipYvXo1dHR0YGRkhDZt2sDb2xtjxozBjBkzYGVlVVa3BCDnkWaLFi2go6MjlVDv999/h76+Puzt7Us1M6q5uTm2b98ONzc3ODg45JvRk9fr16/h5eWFESNGQCwW48cff0RmZiZsbW2FGUMAEBISgoyMDJiamsLZ2Rnp6ek4evQohg0bBolEgg0bNqBOnToYOnRoqd1HUTQ0NKSyy351ymJkrzzxrB/GWGnq06cPGRoakru7O4WEhFB4eLhCZv389ddfBIAaN24szEipVasW/fXXX1LlTp8+TRs3bqQVK1YI5ebMmUOHDx8u9Ny2trYEgPbt2yfv28jn0aNH5OHhQVFRUcI2sVhM6urqBIBCQkLKPKZPnTt3jg4cOEBEOe8xmZmZUvunT59OAGjRokU0e/ZssrOzE/5OmjdvTgDI1NRUEaGXK7K+f3NDhTHGlMyHDx9oy5Yt9Ntvv1F0dDTVrFlTaISMHDlSqmy3bt0IAC1fvpzU1NQIAH38+LHI8x8+fJhcXFzo2bNn8ryNAvXr148A0M6dO4VtKSkptGDBAgJA/fv3V6rX8xEjRtDvv/9ODx48oIyMDPLw8CBjY2OqVKkS2dvb55tqHxoaSitWrKD9+/eXWYxr166ljRs3UmRkJLm6upKzszM9ffpUqszZs2dp3rx55ObmVmZxfQ43VBhjSik7O5suX75M69evp7S0tM+Wj4+Pp7i4uDKIjEgikVB4eHiZXKsob9++JQCkpaVFEomEUlJSKCUlhdLT0+nDhw9SZZctW0b29vb04sULys7Opujo6HznS01NJW9vb3J1daXk5OSyuo0CTZkyhRo1akSXL1/Ot8/AwIAMDQ1p4cKFUg2ZkoqMjCQ7OztycHCgP//8kwYNGkQBAQEyHx8VFUVVq1YlAHTz5k26cOECASAzMzPau3cvASATExNKTU394lhzXbhwQep36ObmRt9//z117tyZHj9+XOAx+vr6BICeP39Offr0IQD0999/S5WZOXOm0AukLLihwhhTShKJRHhh/dwn+vT0dDIzM6MlS5ZIJS2Tl127dhEAWr16NRHl9Gxs2LCBVq5cWarXCQ4OptatW9OePXsK3J+cnEw//PADTZkyhcRiMSUkJNCdO3fIxcWFfvnlF+GxhKzWrl0r9MiYmZkREVFaWlqZNQA/NXLkSGrTpg35+vpKbe/bty8dOHBAiDUpKanA4yMjI6l58+Y0fPjwIv8u/Pz8CABVrlxZOGdx6i4kJIS0tbVp4sSJRJTTgLSwsKDBgwdTdHQ01atXjxwdHSkmJkbmcxbExcWFRo4cSSEhIVSrVi3S0NAQ/jdmzZolxL5ixYp8x2ZnZ9P8+fNp+PDhlJSURJs2bSIzMzPq2rUrXbp0iYiIrl69KpxDXV2d4uPjvyje0iLr+zcPpmWMlSmRSIQ+ffoIywQUJTw8HDExMdiyZQtWrlwp99guXboEICdRGpAz82P+/PlQV1fH4sWLSy052tOnT+Ht7Y1FixZh/Pjx+fbnTiXOnWny4cMH2NnZCfsHDRqEUaNGyXy9WrVqCd/Xr18fYrEYrVu3RnBwMN69e1fmK1n7+fnh2bNniImJAZCzrpKOjg6OHDmC1NRU1K5dGx8/fpTKAxIbG4tLly5h5MiRePHiBZ49e4aPHz8W+TupXr069u3bByKCiooKLl++jCFDhsgcp6mpKRISEoRr1KlTB3v27EF0dDQyMjIQEBAADQ2NfMdFREQgPj4e9evXl2kJjIMHD+Lp06cYPnw4NDU1kZmZidevX6Nu3brCwOKKFSuiXbt2+Y7dtGkTDA0NMWPGDOjo6GD27NmIjY3FypUrYW5uju7du+Px48dCeU1NTWzduhVOTk6fjcvb2xtubm6wsLBA3759P1tebsqm3SQ/3KPC2Nfr6dOnZG5uTi1btiyT64WHh9O1a9fo9evXRJTTozN27FiaPn06paenl9p1bt++TXp6etSjR48C97ds2VL4BPzPP/+Qt7e38POkSZPo1KlTRJTzaVqWnqb09HQhxXtGRgb9/fffwvkyMzMpIyOjTAYMe3t70/Hjx2nz5s108uRJGjZsGN29e5f69u1L6urqdPDgQanyYWFhQq/A4MGDCQBNmzaN4uLi6MKFC0I9lKXx48cTgCJ72apXr04AyNvbW6Zzbt++ndasWUOvXr0isVhMIpGIANDp06cJABkbGxd6bN26dQkA3blzR9h28eJFmjBhAk2cOJE0NDTo119/pQsXLtDIkSMJAA0ZMkSmuLZu3UoA6IcffpCpfHFxjwpjrFz7+PEjmjVrhhcvXgDIycEiEonkmvK9Zs2aqFmzpvCzpqYm9u3bV+rX6dChAxISEgrdf+3aNbi4uCAmJgYWFhZo2bIlVq5ciUaNGkn1CDx58gRWVlZo3LixkJSsIHmz2mpoaGDo0KE4ceIEhg0bhvT0dDRr1gx2dnZyX6Rw//792LRpExYuXAiJRILjx49DJBIhNDQUYrEYVatWhaurK0JDQzFx4kTMmzcPJ06cQK9evXD58mUAQOXKlWFgYIAXL17Azc0NADB48GC5xp2XiYkJWrZsWeR0YCMjI4jFYqm8LAXJzMzEvXv38OTJE5iZmQnnbN68OZKTk/H27VtUqVIFJiYmhZ7D0dExX8r83r17IzExEfb29gCAlStXgojQo0cP7N+//7M9mbnMzc0xfvz4Iqd0lwm5NJPKEPeoMPb18fPzIw0NDZo+fTqJxWIyNTUlNTU1io2Nlds1586dS7Vr1843/be0BQUF0d69e+nu3bvUsGFDat++fYnH3zx8+JDU1NSoadOmJY5n//79Qu/KkiVLSnweWWzevJk6dOhAu3fvpuXLlxMAmjhxImVnZ1NISAh9/PiR9PT0CADZ2NhQz549hdgASM2kmTBhAgGg33//vdDrRUZGko+PD717906u91VS9vb2wr1ZWVkJ2wubtZWSkiLzwN0ZM2YQAGrSpIlCZnfJQtb3b06hzxgrcwsWLIBIJMKCBQuEbVu2bMGoUaNw4MABHDlyBJmZmQgODoaamhpSU1ORlZWFoKAg/Pvvv4iOji71mIKCghASEgIqYJ1Wypl4UCrX8fb2xvjx49GvXz8EBgbi5cuXyM7Olvl4IkJ4eDh8fHxgbW2NqKgobN68udhxEBFWrlwplXhv1apV2LBhQ7HPJatZs2bh9u3b6NOnDywsLLBnzx4sXLgQKioqMDU1RcWKFYVxKQ8ePEDv3r0xdepU4XgLCwsAOXVYu3ZtrFu3rtAxJ5GRkdizZw9atWqFefPmye2evkRuOv4BAwagX79+aNu2LXr27IlXr17lK9uvXz9oa2sXmNivIP3794ezszPMzc1x7NgxoWdSVhERERgzZgwWLVpUrOPkQv5tJvniHhXGyp9Vq1blS4qFPJ+c9fX1qX379qShoUF9+vShzZs3U2hoKM2fP58AyGXMSmRkJN2/f58iIiKkttvY2JCamhpdv369WOeTSCQFjvu4fPkydejQQep+BwwYIOz38fGh8ePH044dOwo878WLFwkANW/evFjxFKRZs2ZCTpPc8Qv16tX74vN+zqZNmwgADR48mN69eyc1CyV35hUACg4OpsuXL5OpqSn16tWLJBIJvXnzRkiCV1jvl729PYlEIurduzcZGxvTrFmz5H5PxZWRkUFNmjShChUq0JUrV6T+Hv7777985UeNGkUAaP369cK25OTkz+bMya0rNzc3EovFNH/+fBozZsxnj3v48CEBoNq1a5fo/mTB05MZY0orNTWVnJ2d6dq1a0Im0r59+0q9WM+bN49at25NAOjMmTNE9L+MoIUNQi2p+/fv0549e+jJkyf59llbWxMAOnv2rMznGz58OOnq6uZLrpWenk779u2jn376ibp06SJ1v9OnT6cmTZoIP2tpaRV47oiICKpYsSLVr1+fMjIyinejn3B3d6c7d+5QcnIyhYaG0tSpU2nYsGHk6en5Ref9nHPnzlHTpk2l7v/WrVtEROTv709//fUXtWjRggYOHChVh3/++adQ3tzcvMDfyY0bN4Qyf/75p1zvozBv3ryhtm3bko2NzWfLSiQSCgkJEWLet28feXh40ODBg6latWrk4OBAhw4dotjYWEpKSpJ6TLhmzRoCQFOmTCn0/Fu3bqVJkyZRREQESSQS0tTUJAD05s2bIuMKCwsjFxcX2rx5s+w3XkzcUGGMKbWpU6cWOC5i6tSp1LFjR3JxcaEffviBZsyYka+Xo7Tl5qpYuHBhvn2hoaEUHh5erFk/AwcOJAC0detWqe1isVh4o1i/fj398ccfdObMGerVq5fUmzb+f3ZLUTw9PWncuHG0fft2meP6nOzsbOH68sixMnz4cGrVqhXdvn2biKRzhFy4cEEoFxsbSxoaGgSAXF1dhe3BwcFCRtj09HTy8fERGji5fvvtNwJAgwYNKpPcOwUJDg4mAKSpqVlkuUuXLlG9evVo2bJlUo3O69evS/0tLFiwQNiXnZ0tJP2bPXt2sccWLVq0iJYuXUqPHj0q5l2VPp71wxhTanXq1IGhoWG+sR/bt28HkDOTw9XVFZs3b0ZcXBxOnDgBU1NTDBo0qNRjadSoEWxtbdGiRYt8+0xMTODk5ISaNWtKjZcojL+/P5o3b45Ro0ahT58+wnYnJyfcvn0bOjo6mDx5Mn744QfUrl0bAJCamgptbW34+PjAysoK7dq1w8yZM4u8jq+vL/bt24fY2FiZ4pJF7tgfFRUV6OjolMo58/L398ezZ8+E2TDOzs7o378/wsLC0KpVK6Gcmpoazp8/j5iYGAwYMEDYXrt2bcTHx0NFRQVBQUFo1aoVdHR0kJSUJJSxtrbG7Nmz8d1338l1hlhRjI2Ncf78eejp6YGICo2DiPDmzRv89ttvGDVqlDBzp3Hjxti2bRvevHmDGjVqoE2bNgCA8+fPw9HREVZWVrh48SL++OMPLFu2rFjjp5ydnTFnzhzMnDkTd+7cgbq6+pffsLyVQaNJrrhHhbHyKe/4jZiYmHyffjdv3kyDBw+ms2fPCgv09erViwICAujBgweFZi0tbffu3SNtbW0aOHCgTOVzx9+MHTtWanveXpOEhARhe2ZmJnl5eQn7rly5ItN1fHx8yNnZmY4cOSLzvXxOSkoKHT9+nHbt2lVq58zr0aNHdPny5c/O3ho2bBgBoC1btuTb9++//5KFhQVNmDCBatSoQc2aNaOsrKwCz7Ns2TIaPnw43b17t1TiL03r1q2jPn360Lhx4+jMmTP05MkTOn/+vNRijZ/y9fUlICdtf1ZWVolz+7Ro0YIA0MmTJwstEx0dTe/evSvV/EGf4kc/jLFyo0WLFmRgYEBt27alxo0b07Fjx6T237lzJ9+jkRs3bpRJbL/88kuxBq/+888/1KFDh3zP9s+cOSPEnreRde/ePan7kiW9ee66NefPny/WvRRFIpFQxYoVCYDcH7V9zrhx4wgArVu3Lt++ZcuWfXaQZ0JCArm4uAh1euLECTlGWzIDBgyQejxYu3ZtAlDkVHOJREI3b96kzMxMunz5MlWsWJHCwsKKfW0/Pz/auXMnRUdHU3h4OK1YsYKcnJykykyZMoUA0K+//lrs88uKGyqMsXLDxMRE6s3a3t4+X5mDBw9KlbGzsyvy02dpuXLlCpmZmZGzszMFBwfn2//x40favXs3eXp6Cr1CmZmZtH//flq6dKmQEZaI6Pfff5eatUFEFBgYSBUqVKDu3bvLnCcm943c2dn5C+4sv9wcJt27d6f79++XyjkTExNp//79tGnTJpmPyczMLHR8SWJiIo0aNYquXbsmtd3JyYnatGlDrq6uFB8fL/ydODs7U1BQ0BfdQ0ncu3ePTp06Ra9evSpw/5MnT2jr1q1CjhNnZ2cSiUTk7u5ORDmDpgcNGlToIoLDhw8nMzOzEjfCVq9eTXPnzqWjR48SANLV1ZWq8zFjxpCKigrt3r27ROeXBTdUGGNKb8aMGdStWzfy8fGh4OBgevbsGU2ePLnABF0JCQl09OhROn78uLCibVFd17JKTk4mQ0NDatKkSaGrOe/bt48AkJGRUb59np6eBICqVasmbMvOzhYGzeam4y9KdHT0Z6eL5nXp0iWaN28e3blzp1QHjIaHh1PHjh0JQKHTo4srIiJCaDTs2bOHPDw8Sj1dv0QikWrEuri40Pjx42nRokUKW4Av91HfmDFjZD4mb09b3oUEMzMz85Xdv38/WVhYCAOTi6tGjRpSddalSxcSi8V0+fJl6ty5Mzk5OVF6erpSPPrhwbSMMYW5fv06AgICcO/ePUyfPh0AsGPHjgLL6unpYfjw4QCAu3fv4uXLl1KL7ZXU+/fvERcXh8zMTGhpaRVYJjd9e7NmzfLto/9PTV6lShWkp6dDLBZDR0cHI0eOhLq6OlRUVJCZmYmrV6+iatWqaNu2bb7BlUZGRsWKuVevXhgzZgw2btyIJ0+eCInQvlTNmjUxadIkdO7cGa1bt/5sebFYjLS0NOjq6ha4n4iQmpqKzp074+bNm3B0dASQsxxCaVi8eDG8vLywbNkyDBw4EGfOnAGQM1D7p59+KpVrlNT8+fNRuXJlWFpaynxM3gHM3bp1w8KFC1GvXr0CB7yqqalh4MCB+P7770sUn6OjIyIiIvDs2TM8ffoUx44dg5qaGl68eIGbN29CQ0MDHz58QI0aNUp0/lIlt6ZSGeEeFcbKr0OHDpG5uTkBKNajhsIGT5ZERkYG+fn5FTngMjExkW7duiX0XoSFheUbx5GbjA4A9enTR2rf27dvhdwopdEDIhaLqUqVKgRArssKFCUqKop69OhR4DiSXDExMQSAVFRUpD69l5bcFPt5U+sT5fSwiMViOnfuXJkNupZFfHw8zZkzh+zs7Ojy5ctSg6rL2rFjx4Tfx+rVq8nFxYXu3LlD6enpZGtrWyZjwLhHhTGm9Ozt7bF37168fPkSQ4cORXh4uEzHqaqqIi0tDVFRUdDQ0PiiT30aGhpo2rRpkWV0dXXRsWNHAEBaWhoaNmwIfX19hIaGCp92837qjYyMlDo+MzMTlpaWUFNTK5Ups2pqaoiJiUF6errUgoNlafPmzXB3d4eZmVmhZWJjY6Gqqgo9PT1cuHABFStWhLm5eanFMHfuXIwePRotWrSQmgYsEong5eWF/v37Q11dHRkZGQqbqpxXSEgINm3aBABwc3PDvn37MHbsWIXE4ufnBwCYMGECatSogbFjx6JRo0YICAgQFntUFrzWD2NMoerXrw8gZ22R4nB2dkbdunWxatUqeHh4wMPDQx7hCQIDA3HgwAEkJSUhPT0dkZGReP36NdLT00FEmDNnDvz9/eHp6Sk8vhKLxQgPD0eDBg3g5eWFBw8elGpMWlpacnkDTklJKfL38eLFCxgZGWHgwIEAgJcvX+LSpUs4efKkVLlGjRpBLBYjNDQUNjY2aNq0aaGP10qiZ8+e8PHxgYWFBVRUVODq6irs8/X1BQA0bdpUoY0UypPjRE9PT2qftbV1WYcjcHJygr+/PxYuXCg0rHMb40pH7n07csaPfhgr30JCQmjSpEk0c+bMYh23detW0tTUpB49eghd2JGRkcW+voeHB+3Zs4eeP39eZLncmUnNmjWjLVu2UL9+/Yp8nJGdnS1kVw0PDy92XIqSmxW1SZMmtHjxYurevXu+xwAjRowgAGRsbEwAqHfv3kI9vH//nu7cuUN79+6lwMBAIiLavXs3GRoa0rhx40o9Xm1tbeHaeQeWisViOnTokFwy7MoiISGBKleuTKqqqlKDYYcPH04A5JqavrgyMjLo2rVrMq/MXFqUZvXkjIwMtGzZEiKRSGjh5nr69Ck6dOgALS0t1KpVCy4uLvIOhzGmZExNTbFz505s2bKlWMdNnToVs2bNQmxsrLAtNTW12Nfft28fHB0dce7cuSLLde7cGQDQrl07WFpaonr16sK+yZMn5yuvoqICIyMjqKqqYs2aNUhPTy92bIqQe19v3ryBs7Mzrl27hpCQEKkyBgYGMDU1RdOmTfHdd9+hZs2aAHJ6DAwNDbF8+XKMHz8et2/fBpDzKCwuLg6nT58u9XgXLVqE1atXw8PDQ2rgqpqaGuzt7WFgYFDq15SFtrY2Pnz4gOzsbMTHxwvbt23bhsTExM9mHi5LGhoa6NatGypUqKDoUAom7xbTrFmzhGlaPj4+wvbExERhwSU/Pz86cuQIVahQgXbu3Fms83OPCmPfrtxejQ0bNhBRzuKCv/32W7EG227atIlsbW0/u+hgVlYW2djYEADatm0bRUdHk729Pf3xxx/COi0jR44kfX19oQciLi5OKvHY6dOnS3ajZSgrK4v+++8/qUUii5pi/dtvv5GmpiatXLmSiKSnI8+aNYtmzJhBf//9Nzk6OuZbpPFr9/z5cwoPDxf+HhMSEgqcavytUoo8KpcuXaJGjRrR8+fP8zVUtm/fTgYGBlILMS1cuJDMzc2LdQ1uqDD27dq2bZvwppibS0NdXZ28vLwKLL927Vpat25diR/FHDx4kGbNmiV1/rw5QXJjWbNmjbDN3t5eKo9IeZC3XidMmFBk2V27dknlC/Hx8ck30+fHH38si7CVXr9+/UgkEtG+ffsUHYpSUPisn6ioKEycOBFnzpxBxYoV8+1/8OABOnbsCA0NDWGbra0t1q5di/j4eIV11zHGyo/GjRtDXV0dTZo0wZs3b6Curg6xWIwmTZoUWH7Dhg2Ijo5G165dhccVxeHg4AAHBwepbSoq/3uC/vDhQ7i6ukp162/duhUzZ85EcHAw2rVrV+xrKkL16tVhZ2cHGxsbODk5Fbmw3tChQ9G8eXO0a9cOR44cwcmTJ/HkyRP4+/tj5MiRAIDevXuXZfhKKzIyEkSEypUrKzqUckVEVIxlF2VEROjduzfat2+PX3/9FcHBwahbty58fHzQsmVLADmjtevWrYudO3cKx/n7+6Np06bw9/dH48aNCzx3RkaGsPImACQlJaFWrVpITEwsNOkQY+zrRf+fVExFRQWTJ09Ghw4d4OPjg5o1a2LJkiVCOYlEguXLl+P333+HtbU1Zs2ahS5dukBPT6/AD1MMiImJQWhoKAYNGoSwsDDMnTsXGzduxKBBg6CiooJt27bB2NhYKN+hQwfcvXsXO3bsQK9evXDo0CGoq6tjwYIFCrwLxXnz5g1OnTqF8PBw/Pzzz6hevTpiYmKgo6PDf3PIef/W09P7/Pt3cbppFi5cmG9hsE+/AgICaPPmzdS+fXvhuVxusqO8j3569OhBkyZNkjp/7iMif3//QmPIXZDq0y9+9MMYy5U7Q6egxfVmz54trG2S+/ohz4XXyjNnZ+d8r7WZmZkkEokIQL61lg4fPkxLly6lnTt3UvPmzcnS0lJBkSuHs2fPCvWmpaWl6HCUjlxm/cyfPx8BAQFFftWrVw8eHh548OABNDU1oaamhgYNGgAALC0theQ2xsbGiIqKkjp/7s95W+ifWrRoERITE4WvsLCw4twCY+wbYGFhgcmTJ0NFRQVEhJCQECHPyogRI7Bv3z6pGSLa2tqKClWpGRkZwcTEBHZ2dgAAc3NzZGVl4dixY/jjjz9QpUoVqfIjR46EqqoqvLy8hNTsWVlZighdKbRt21ZY5iE9PR3Z2dkKjqh8ksujn9DQUCQlJQk/v3v3Dra2tjh58iSsra1hYmKCv/76C0uWLEFUVJSQ0XHx4sU4ffo0Xrx4IfO1ZO46Yox9cz5+/CjVCImKikLVqlUB5KzxExwcDE1NTdSsWRPVqlVTVJhfjezsbOjp6eHjx49Yu3Ythg4dijp16ihFVlhFe/ToEfbu3YtWrVph0qRJig5HKcj6/i2XhsqnChqjkpiYCHNzc/Ts2RMLFy6En58fHB0d8ccffxTrl8gNFcZYYYKCgtCwYUOpbZ6enrCyslJQRF+3tLQ0bNu2Db6+vvj333+hqqqq6JCUQt6/QysrK3h6eio4IuUg6/u3wtb60dPTw9WrVzF9+nS0adMGVapUwdKlS7mlyRgrNaampnj+/DkiIyMxbdo0vHz5EnXr1lV0WOVKeHg49u/fj4YNG2Lo0KEIDQ1FZGQkatWqJZX0DgAqVKjwzQ6cLcr27duF73NXAGeyK5OGSp06dVBQx42FhQXu3LlTFiEwxr4hkydPxoEDB7B27VrMnDkTTZo0wYsXLxAcHAwjIyNFh1duBAUFoWXLlvj48SMAoGvXrsJYn0mTJknN2mSFa9asGUxMTLBp0yYMGTJE0eGUO7x6MmPsq5SWloaEhASpbXXq1FFILOVVWlqa0EipU6cOXr9+DSCnp6okeWi+VSNHjoSNjU2haTdY0cpkjIo88RgVxtin3r9/j4yMDDx9+hSxsbH8JlFCCQkJOHz4MAwMDGBpaYlOnTrh33//RY8ePRQdGvsKKNVgWnnihgpjrDAODg44fPgwFi1aBGdnZ0WHU+75+PggPDwcaWlpGDJkCA+WZV9E6QfTMsaYvGlqagIAunTpouBIyi+xWCykkLCwsICVlRWysrIQFhYGExMTBUfHvgXFSvjGGGPlyebNm3H79m10795d0aGUW7q6uhCJRLhx4wZUVVWFBG6xsbEKjox9K7hHhTH21dLR0UGHDh0UHUa5lp6eDgDQ19cHANy8eROPHz9GixYtFBgV+5ZwQ4Uxxlih7t69i7CwMLRq1QoA0KlTJ3Tq1EnBUbFvCTdUGGOMFap9+/aKDoF943iMCmOMMcaUFjdUGGOMMaa0uKHCGGOMMaXFDRXGGGOMKS1uqDDGGGNMaXFDhTHGGGNKixsqjDHGGFNa3FBhjDHGmNLihgpjjDHGlBY3VBhjjDGmtLihwhhjjDGlxQ0VxhhjjCktbqgwxhhjTGmV+9WTiQgAkJSUpOBIGGOMMSar3Pft3PfxwpT7hkpycjIAoFatWgqOhDHGGGPFlZycDD09vUL3i+hzTRklJ5FI8O7dO+jo6EAkEpXaeZOSklCrVi2EhYVBV1e31M7L8uO6Lhtcz2WD67lscD2XHXnVNREhOTkZNWrUgIpK4SNRyn2PioqKCkxMTOR2fl1dXf4nKCNc12WD67lscD2XDa7nsiOPui6qJyUXD6ZljDHGmNLihgpjjDHGlBY3VAqhqamJZcuWQVNTU9GhfPW4rssG13PZ4HouG1zPZUfRdV3uB9Myxhhj7OvFPSqMMcYYU1rcUGGMMcaY0uKGCmOMMcaUFjdUGGOMMaa0uKFSiG3btqFOnTrQ0tKCtbU1Hj16pOiQypXVq1ejbdu20NHRQdWqVTFw4EC8fPlSqkx6ejqmT5+OypUrQ1tbG0OGDEFUVJRUmdDQUPTp0wcVK1ZE1apV8dNPPyErK6ssb6XcWLNmDUQiEebMmSNs4zouPRERERg1ahQqV66MChUqoHnz5vjvv/+E/USEpUuXonr16qhQoQK6d++OwMBAqXPExcXBwcEBurq60NfXx4QJE5CSklLWt6K0srOz4eTkhLp166JChQqoX78+fv/9d6m1YLieS+b27dvo168fatSoAZFIhDNnzkjtL616ffr0KTp06AAtLS3UqlULLi4uXx48sXyOHj1KGhoatGfPHnr+/DlNnDiR9PX1KSoqStGhlRu2tra0d+9e8vPzI19fX+rduzeZmppSSkqKUGbKlClUq1Ytun79Ov3333/Url07+u6774T9WVlZ1KxZM+revTv5+PjQpUuXqEqVKrRo0SJF3JJSe/ToEdWpU4csLCxo9uzZwnau49IRFxdHtWvXpnHjxpGnpye9efOGrly5QkFBQUKZNWvWkJ6eHp05c4aePHlC/fv3p7p161JaWppQxs7Ojlq0aEEPHz6kO3fuUIMGDWjkyJGKuCWltGrVKqpcuTJduHCB3r59SydOnCBtbW3avHmzUIbruWQuXbpES5YsodOnTxMAcnV1ldpfGvWamJhI1apVIwcHB/Lz86MjR45QhQoVaOfOnV8UOzdUCmBlZUXTp08Xfs7OzqYaNWrQ6tWrFRhV+RYdHU0A6NatW0RElJCQQOrq6nTixAmhTEBAAAGgBw8eEFHOP5aKigpFRkYKZf766y/S1dWljIyMsr0BJZacnEwNGzYkd3d36tSpk9BQ4TouPQsXLqTvv/++0P0SiYSMjY1p3bp1wraEhATS1NSkI0eOEBGRv78/ASAvLy+hzOXLl0kkElFERIT8gi9H+vTpQ46OjlLbBg8eTA4ODkTE9VxaPm2olFa9bt++nQwMDKReOxYuXEjm5uZfFC8/+vlEZmYmHj9+jO7duwvbVFRU0L17dzx48ECBkZVviYmJAABDQ0MAwOPHjyEWi6XquVGjRjA1NRXq+cGDB2jevDmqVasmlLG1tUVSUhKeP39ehtErt+nTp6NPnz5SdQlwHZemc+fOwdLSEkOHDkXVqlXRqlUr7N69W9j/9u1bREZGStW1np4erK2tpepaX18flpaWQpnu3btDRUUFnp6eZXczSuy7777D9evX8erVKwDAkydPcPfuXfTq1QsA17O8lFa9PnjwAB07doSGhoZQxtbWFi9fvkR8fHyJ4yv3ixKWttjYWGRnZ0u9cANAtWrV8OLFCwVFVb5JJBLMmTMH7du3R7NmzQAAkZGR0NDQgL6+vlTZatWqITIyUihT0O8hdx8Djh49Cm9vb3h5eeXbx3Vcet68eYO//voL8+bNw+LFi+Hl5YVZs2ZBQ0MDY8eOFeqqoLrMW9dVq1aV2q+mpgZDQ0Ou6//3yy+/ICkpCY0aNYKqqiqys7OxatUqODg4AADXs5yUVr1GRkaibt26+c6Ru8/AwKBE8XFDhcnd9OnT4efnh7t37yo6lK9KWFgYZs+eDXd3d2hpaSk6nK+aRCKBpaUlnJ2dAQCtWrWCn58fduzYgbFjxyo4uq/H8ePHcejQIRw+fBhNmzaFr68v5syZgxo1anA9f8P40c8nqlSpAlVV1XwzI6KiomBsbKygqMqvGTNm4MKFC7hx4wZMTEyE7cbGxsjMzERCQoJU+bz1bGxsXODvIXfft+7x48eIjo5G69atoaamBjU1Ndy6dQtbtmyBmpoaqlWrxnVcSqpXr44mTZpIbWvcuDFCQ0MB/K+uinrdMDY2RnR0tNT+rKwsxMXFcV3/v59++gm//PILRowYgebNm2P06NGYO3cuVq9eDYDrWV5Kq17l9XrCDZVPaGhooE2bNrh+/bqwTSKR4Pr167CxsVFgZOULEWHGjBlwdXWFh4dHvu7ANm3aQF1dXaqeX758idDQUKGebWxs8OzZM6l/Dnd3d+jq6uZ70/gWdevWDc+ePYOvr6/wZWlpCQcHB+F7ruPS0b59+3zT61+9eoXatWsDAOrWrQtjY2Opuk5KSoKnp6dUXSckJODx48dCGQ8PD0gkElhbW5fBXSi/1NRUqKhIvy2pqqpCIpEA4HqWl9KqVxsbG9y+fRtisVgo4+7uDnNz8xI/9gHA05MLcvToUdLU1KR9+/aRv78/TZo0ifT19aVmRrCiTZ06lfT09OjmzZv0/v174Ss1NVUoM2XKFDI1NSUPDw/677//yMbGhmxsbIT9uVNne/bsSb6+vuTm5kZGRkY8dbYIeWf9EHEdl5ZHjx6RmpoarVq1igIDA+nQoUNUsWJFOnjwoFBmzZo1pK+vT2fPnqWnT5/SgAEDCpze2apVK/L09KS7d+9Sw4YNv/lps3mNHTuWatasKUxPPn36NFWpUoV+/vlnoQzXc8kkJyeTj48P+fj4EADauHEj+fj4UEhICBGVTr0mJCRQtWrVaPTo0eTn50dHjx6lihUr8vRkedm6dSuZmpqShoYGWVlZ0cOHDxUdUrkCoMCvvXv3CmXS0tJo2rRpZGBgQBUrVqRBgwbR+/fvpc4THBxMvXr1ogoVKlCVKlVo/vz5JBaLy/huyo9PGypcx6Xn/Pnz1KxZM9LU1KRGjRrRrl27pPZLJBJycnKiatWqkaamJnXr1o1evnwpVebDhw80cuRI0tbWJl1dXRo/fjwlJyeX5W0otaSkJJo9ezaZmpqSlpYW1atXj5YsWSI13ZXruWRu3LhR4Gvy2LFjiaj06vXJkyf0/fffk6amJtWsWZPWrFnzxbGLiPKk/GOMMcYYUyI8RoUxxhhjSosbKowxxhhTWtxQYYwxxpjS4oYKY4wxxpQWN1QYY4wxprS4ocIYY4wxpcUNFcYYY4wpLW6oMMYYY0xpcUOFMcYYY0qLGyqMMcYYU1rcUGGMMcaY0uKGCmOMMcaU1v8B+HYPo0iOcOgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots()\n",
    "ax.plot(np.random.randn(1000).cumsum(),color='black',label='one')\n",
    "ax.plot(np.random.randn(1000).cumsum(),color='black',linestyle='dashed',label='two')\n",
    "ax.plot(np.random.randn(1000).cumsum(),color='black',linestyle='dotted',label='three')\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0fdc50dd-8184-4acb-9f36-ef13d51ec815",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Important dates in the 2008–2009 financial crisis')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "fig,ax=plt.subplots()\n",
    "data=pd.read_csv('examples/spx.csv',index_col=0,parse_dates=True)\n",
    "spx=data['SPX']\n",
    "\n",
    "spx.plot(ax=ax,color='black')\n",
    "\n",
    "crisis_data=[\n",
    "    (datetime(2007,10,11),'Peak of bull market'),\n",
    "    (datetime(2008,3,12),'Bear Stearns Fails'),\n",
    "    (datetime(2008,9,15),'Lehman Bankruptcy')\n",
    "]\n",
    "\n",
    "for date,label in crisis_data:\n",
    "    ax.annotate(label,xy=(date,spx.asof(date)+75),\n",
    "               xytext=(date,spx.asof(date)+220),\n",
    "               arrowprops=dict(facecolor='black',headwidth=4,width=2,headlength=4),\n",
    "               horizontalalignment='left',verticalalignment='top')\n",
    "\n",
    "ax.set_xlim(['1/1/2007','1/1/2011'])\n",
    "ax.set_ylim([600,1800])\n",
    "ax.set_title('Important dates in the 2008–2009 financial crisis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3ef83385-c301-44ef-90b5-34ca8ab19a34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Polygon at 0x2b1b3efff40>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "\n",
    "rect = plt.Rectangle((0.2,0.75),0.4,0.15,color='black',alpha=0.3)\n",
    "circ=plt.Circle((0.7,0.2),0.15,color='blue',alpha=.3)\n",
    "pgon = plt.Polygon([[0.15,0.15],[0.35,0.4],[0.2,0.6]],color='green',alpha=.5)\n",
    "\n",
    "ax.add_patch(rect)\n",
    "ax.add_patch(circ)\n",
    "ax.add_patch(pgon)\n",
    "# fig.savefig('figpath.png',dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0fb01582-78f6-49ec-9f37-2c872e7af9f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.rc(\"figure\", figsize=(10, 10))\n",
    "# plt.rc(\"font\", family=\"monospace\", weight=\"bold\", size=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f4a1edf8-cd2c-465a-842a-1f9f5e62f1ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series(np.random.standard_normal(10).cumsum(),index=np.arange(0,100,10))\n",
    "s.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "78b177aa-5795-48a1-9655-e648337068d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.standard_normal((10,4)).cumsum(0),\n",
    "                 columns=['A','B','C','D'],\n",
    "                 index=np.arange(0,100,10))\n",
    "plt.style.use('grayscale')\n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "38f34747-a024-466c-8aa3-e271a4145826",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,1)\n",
    "data = pd.Series(np.random.uniform(size=16),index=list('abcdefghijklmnop'))\n",
    "data.plot.bar(ax=axes[0],color='black',alpha=0.7)\n",
    "data.plot.barh(ax=axes[1],color='black',alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b61a5858-885c-496f-b9c6-e3556dbc986b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(np.random.uniform(size=(6,4)),\n",
    "                  index=[\"one\", \"two\", \"three\", \"four\", \"five\", \"six\"],\n",
    "                 columns=pd.Index([\"A\", \"B\", \"C\", \"D\"],name='Genus'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3188cb58-5f14-44e2-8195-b467e464da84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Genus</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>0.444400</td>\n",
       "      <td>0.998788</td>\n",
       "      <td>0.166029</td>\n",
       "      <td>0.356465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.243328</td>\n",
       "      <td>0.602901</td>\n",
       "      <td>0.434244</td>\n",
       "      <td>0.836327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>0.015939</td>\n",
       "      <td>0.055526</td>\n",
       "      <td>0.596330</td>\n",
       "      <td>0.122901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>four</th>\n",
       "      <td>0.785660</td>\n",
       "      <td>0.353161</td>\n",
       "      <td>0.667582</td>\n",
       "      <td>0.646784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>0.585892</td>\n",
       "      <td>0.148132</td>\n",
       "      <td>0.480961</td>\n",
       "      <td>0.990937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>0.407554</td>\n",
       "      <td>0.025557</td>\n",
       "      <td>0.869747</td>\n",
       "      <td>0.817938</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Genus         A         B         C         D\n",
       "one    0.444400  0.998788  0.166029  0.356465\n",
       "two    0.243328  0.602901  0.434244  0.836327\n",
       "three  0.015939  0.055526  0.596330  0.122901\n",
       "four   0.785660  0.353161  0.667582  0.646784\n",
       "five   0.585892  0.148132  0.480961  0.990937\n",
       "six    0.407554  0.025557  0.869747  0.817938"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e046c340-0e45-43dc-b444-33bc1f3cf84d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8b3c03dc-6b97-4241-aa70-d2f9dbe0b5e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAGdCAYAAAAIbpn/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAp9klEQVR4nO3de1RVdd7H8Q9w4CB3QePi4L3QvDGiVsvGGcqSxls3r6vUtOzRaKbbo6DNs1zjEsj0sYwumhSYj6Wj1VNYaqaZPtMaMwNx8jIooYloo6YJyPU8f7Q8M4SaIJvND9+vtVjLs89v/37fvY+s/eG399nbY8uWLS4BAAAYyNPuAgAAABqKIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMJbD7gKsVFNTo5MnT6pVq1by8PCwuxwAAHAFXC6XysrKFBYWJk/Py8+5tOggc/LkSY0ePdruMgAAQAOsXr1abdu2vWybFh1kWrVqJUk6cuSIgoKCbK4GAABcibNnzyo6Otp9HL+cFh1kLpxOCgoKIsgAAGCYK7kshIt9AQCAsQgyAADAWAQZAABgrBZ9jQwAAKZxuVyqqqpSdXW13aVYysvLSw6H46pvj0KQAQCgmaioqNCxY8dUWlpqdylNws/PT5GRkfLx8WlwHwQZAACagZqaGhUUFMjLy0tRUVHy8fFpsTdzdblcqqio0Pfff6+CggJdf/31v3jju0shyAAA0AxUVFSopqZG0dHR8vPzs7scy7Vq1Ure3t4qLCxURUWFfH19G9QPF/sCANCMNHRmwkSNsa3Xzt4CAAAtDkEGAAAYiyADAACMRZABAMBAxcXF+uMf/6iuXbvK19dX4eHhGjhwoF599dVr5uvb0jXyraXU1FQ5nU67yzBOXFxcnWWRkZE2VAL8ssDAQLtLwDUoJibGlnEPHTqkgQMHKiQkRCkpKerVq5ecTqfy8vK0dOlStWvXTiNGjLCltqbGjAwAAIaZPn26HA6Hdu7cqdGjR6t79+7q3LmzRo4cqXXr1mn48OGSpB9++EEPP/yw2rZtq6CgIN12223Kzc119zNnzhzFxsbqrbfeUseOHRUcHKyxY8fqxx9/dLfp2LGjXnjhhVrjx8bGas6cOZJ+uifMnDlz1L59ezmdTkVFRekPf/iD5fvgAoIMAAAGOXnypDZu3KjHHntM/v7+F21z4UZ6o0aN0okTJ/Txxx/rq6++Ut++fXX77bfr1KlT7rYHDx7U+++/r+zsbGVnZ2vr1q1KS0u74nrWrl2rRYsWacmSJfrHP/6h999/X7169bq6jayHa+LUEgAALUV+fr5cLled01pt2rTR+fPnJUmPPfaYhg8frh07dujEiRPuyysWLFig999/X2vWrNHUqVMl/XRH4czMTPfp2QcffFCffvqp5s2bd0X1HD58WBERERo8eLC8vb3Vvn17DRgwoLE29xcxIwMAQAuwY8cO5eTkqEePHiovL1dubq7OnTunsLAwBQQEuH8KCgp08OBB93odO3asdY1ZZGSkTpw4ccXjjho1SmVlZercubMeeeQRvffee6qqqmrUbbscZmQAADBI165d5eHhof3799da3rlzZ0k/3fpfks6dO6fIyEh99tlndfoICQlx/9vb27vWex4eHqqpqXG/9vT0lMvlqtWmsrLS/e/o6Gjt379fmzZt0ieffKLp06fr+eef19atW+v0bQVmZAAAMEhYWJjuuOMOpaenq6Sk5JLt+vbtq+LiYjkcDnXt2rXWT5s2ba54vLZt2+rYsWPu12fPnlVBQUGtNq1atdLw4cO1ePFiffbZZ/riiy+Ul5dX/41rAIIMAACGeeWVV1RVVaV+/fpp1apV2rt3r/bv368VK1Zo37598vLy0uDBg3XLLbfo7rvv1saNG/Xtt9/qr3/9q2bPnq2dO3de8Vi33Xab3nrrLW3btk15eXmaOHGivLy83O9nZmYqIyNDe/bs0aFDh7RixQq1atVKHTp0sGLT6+DUEgAAhunSpYu+/vprpaSkKDk5Wd99952cTqduvPFGPfPMM5o+fbo8PDz00Ucfafbs2XrooYf0/fffKyIiQoMGDVJ4ePgVj5WcnKyCggINGzZMwcHBmjt3bq0ZmZCQEKWlpempp55SdXW1evXqpQ8//FBhYWFWbHodHlu2bHH9cjMzlZSUaNiwYUpKSuKGeA3ADfFgEm6IBzs05g3xzp8/r4KCAnXq1Em+vr6N1m9zdqltPnv2rIKDg5WdnX3Jr5hf0KxOLaWlpenZZ5+1uwwAAGCIZnVqKTEx0e4SAACAQZpVkAkICLC7BAAAYBBbTi1t3bpVkydP1pAhQzRy5Eg9/fTTKisrq3Vq6YcfftC9996rFStWuNfbs2eP7rjjDn311Vd2lA0AAJqZJp+ROXnypObOnatHH31Uv/nNb1RaWqrdu3fXaRcSEqIZM2boT3/6k/r376/o6Gilpqbq7rvvvuhFqJJUUVFR6yY919JjzAEAuBbZEmSqq6v1m9/8RhEREZL+dTfCn7v55ps1dOhQzZs3TzfccIN8fX31yCOPXLLvlStXKisry5K6AQBA89PkQaZLly7q27evpkyZov79+6tfv3767W9/e8mvTk6bNk2TJ0/W1q1btWTJEvn4+Fyy7/Hjx2vUqFHu16WlpRo9enSjbwMAAGgemvwaGS8vLy1YsEBpaWnq0KGD3nvvPU2YMKHW7Y//XVFRkf75z3+qpqZGxcXFl+3bx8dH/v7+7h8/Pz8rNgEAADQTtlzs6+HhoV69eumhhx7S0qVL5XA4tG3btjrtKisrNW/ePMXHx2vy5MlasGCBTp8+bUPFAACgOWryU0vffPONdu3apf79+yskJER79+7VmTNn1KFDBx06dKhW24yMDJWUlOjxxx9Xq1at9Le//U3z589XampqU5cNAIAt5syZY8R4X3zxhW699VYlJCRo3bp1jVvUZTT5jIy/v792796tpKQkPfjgg3rjjTc0bdo03XTTTbXa5eTkaM2aNZo1a5b8/f3l6empWbNmKS8vT//7v//b1GUDAIDLyMjI0OOPP67PP/9cRUVFTTZuk8/IdOjQQfPnz7/oe0lJSe5/x8bGatOmTbXej4iIUHZ2tqX1AQCA+jl37pxWrVqlnTt3qri4WJmZmZo1a1aTjN2snrUEAADMs3r1anXr1k0xMTF64IEH9MYbb8jlappnUhNkAADAVcnIyNADDzwgSUpISNCZM2e0devWJhmbIAMAABps//792rFjh8aNGydJcjgcGjNmjDIyMppk/Gb10EgAAGCWjIwMVVVVKSoqyr3M5XLJ6XQqPT1dwcHBlo7PjAwAAGiQqqoqLV++XAsXLlROTo77Jzc3V1FRUXr77bctr4EZGQAA0CDZ2dk6ffq0pkyZUmfm5b777lNGRob+4z/+w9IamJEBAAANkpGRocGDB1/09NF9992nnTt3avfu3ZbWwIwMAADNWFPf2bc+Pvzww0u+N2DAgCb5CjYzMgAAwFjXxIxMcnKygoKC7C4DAAA0MmZkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjXRM3xAMAwFSXewyAFYYPH17vdSZNmqSsrCz369DQUPXv31/z589X7969G7O8OpiRAQAAVy0hIUHHjh3TsWPH9Omnn8rhcGjYsGGWj0uQAQAAV83pdCoiIkIRERGKjY1VUlKSjhw5ou+//97ScQkyAACgUZ07d04rVqxQ165dFRYWZulYXCMDAACuWnZ2tgICAiRJJSUlioyMVHZ2tjw9rZ0zYUYGAABctfj4eOXk5CgnJ0c7duzQkCFDdNddd6mwsNDScQkyAADgqvn7+6tr167q2rWr+vfvr2XLlqmkpESvv/66peMSZAAAQKPz8PCQp6enysrKLB2Ha2QAAMBVKy8vV3FxsSTp9OnTSk9P17lz5xp0X5r6IMgAAICrtn79ekVGRkqSAgMD1a1bN/3lL3/R7373O0vHJcgAANCMWT2j0RgyMzOVmZlpy9hcIwMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxuIRBQAANGM7d+5s0vH69evXoPWKi4s1b948rVu3TkePHtV1112n2NhYPfHEE7r99tsbucp/uSaCTGpqqpxOp91loIHi4uKafMwLDz5D0wgMDLS7BMAWMTExdpfQKL799lsNHDhQISEhev7559WrVy9VVlZqw4YNeuyxx7Rv3z7Lxr4mggwAALDO9OnT5eHhoR07dsjf39+9vEePHpo8ebKlY3ONDAAAaLBTp05p/fr1euyxx2qFmAtCQkIsHZ8gAwAAGiw/P18ul0vdunWzZXyCDAAAaDCXy2Xr+AQZAADQYNdff708PDwsvaD3cggyAACgwUJDQzVkyBC9/PLLKikpqfP+Dz/8YOn4BBkAAHBVXn75ZVVXV2vAgAFau3at/vGPf2jv3r1avHixbrnlFkvH5uvXAADgqnTu3Fm7du3SvHnz9PTTT+vYsWNq27at4uLi9Oqrr1o6NkEGAIBmrKF32m1qkZGRSk9PV3p6epOOa2mQcblcWrhwoT7//HP9+OOP8vf3V0JCghITE60cFgAAXCMsDTI7duzQhg0btGjRIkVFRcnDw4NHBQAAgEZjaZApKipSWFiYevbsaeUwAADgGmVZkElLS9OGDRskSfHx8QoPD1dERIS6du2qxMREvf7669q1a1edi4CmTJmiQYMGaeLEiZKkdevWafXq1Tp27JgiIiJ077336u6777aqbAAAYBDLvn6dmJiohx56SG3bttXatWv12muv1Xp/8ODB2rdvn44ePepeVlBQoEOHDmnw4MGSpE8++URvvvmmpkyZoqysLD388MN68803tX79+ouOWVFRoZKSEvdPaWmpVZsHAACaActmZAICAuTn5ydPT0+FhobWeb9Tp07q0qWLPv30U02YMEGStGnTJnXv3l3t2rWTJGVmZmratGkaNGiQpJ+uiC4sLFR2drYSEhLq9Lly5UplZWVZtUkAAKCZsfXr14MHD9bHH3+sCRMmyOVyafPmzRo1apQkqaysTEVFRXr++ee1YMEC9zrV1dUKCAi4aH/jx493ry9JpaWlGj16tLUbAQAAbGNrkLn99tu1dOlSHThwQOXl5Tpx4oTi4+Ml/RRkJOnpp5/WjTfeWGs9T8+LnxHz8fGRj4+PtUUDAIBmw9Yg07ZtW/Xp00ebNm1SeXm5+vXrp9atW0v66dkNbdq00bFjx3THHXfYWSYAAGimbL+z7+DBg5WZmanKyko99thjtd6bNGmSXnrpJfn7+2vAgAGqrKzU/v379eOPP3LKCAAA2B9kfvvb3+rFF1+Ul5eXbr311lrvDR06VE6nU6tWrdKSJUvk6+urTp066f7777epWgAAmtb+/fubdLyYmJh6rzNp0iT3l20cDodCQ0PVu3dvjRs3TpMmTbrkJSGNwdIgc//999cKHS+88EKdNgEBAdq4ceMl+xg8eLD769gAAKB5SkhI0Jtvvqnq6modP35c69ev1x//+EetWbNGH3zwgRwOayKH7TMyAADAfE6nUxEREZKkdu3aqW/fvrr55pt1++23KzMzUw8//LAl41o31wMAAK5pt912m/r06aN3333XsjEIMgAAwDLdunXTt99+a1n/BBkAAGAZl8slDw8Py/onyAAAAMvs3btXnTp1sqx/ggwAALDE5s2blZeXp/vuu8+yMfjWEgAAuGrl5eUqLi6u9fXr1NRUDRs2zP1waCsQZAAAwFVbv369IiMj5XA41Lp1a/Xp00eLFy/WxIkTzb0hXnORnJysoKAgu8sAAKDeGnKn3aaWmZmpzMxMW8bmGhkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAA0Iy4XC67S2gyjbGtBBkAAJoBb29vSVJpaanNlTSdC9t6Ydsb4pq4jwwAAM2dl5eXQkJCdOLECUmSn5+fpQ9btJPL5VJpaalOnDihkJAQeXl5NbgvggwAAM1ERESEJLnDTEsXEhLi3uaGIsgAANBMeHh4KDIyUtddd50qKyvtLsdS3t7eVzUTcwFBBgCAZsbLy6tRDvLXAi72BQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEcdhfQFFJTU+V0Ou0uAy1QXFyc3SU0K5GRkXaXABsFBgbaXQKaWExMjN0lMCMDAADMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMZq9CDjcrm0YMECjRgxQvHx8crPz2/sIQAAACRZ8KylHTt2aMOGDVq0aJGioqIUHBzc2EMAAABIsiDIFBUVKSwsTD179mzsrt0qKyvl7e1tWf8AAMAMjXpqKS0tTYsXL9bx48cVHx+vsWPHqqKiQosXL9Y999yjO++8U48//rj27dvnXmf9+vUaNmxYrX62b9+u+Ph49+vMzEw9/PDDWrduncaNG6chQ4Y0ZtkAAMBQjTojk5iYqKioKGVnZ+u1116Tp6enlixZom3btikpKUnh4eF65513NGPGDK1YsUJBQUFX3PfRo0f1+eef689//rM8PS+evyoqKlRZWel+XVpaetXbBAAAmq9GDTIBAQHy8/OTp6enQkNDVVZWpg8++EAzZ87UTTfdJEl65plnNG7cOH300UcaO3bsFfddVVWl5ORkhYSEXLLNypUrlZWVdbWbAQAADNHo18j8u6KiIlVVVdW6XsbhcKhbt24qLCysV1/h4eGXDTGSNH78eI0aNcr9urS0VKNHj67XOAAAwByWBpkr4eHhUWdZVVVVnWW+vr6/2JePj498fHwapS4AAND8WXpDvKioKHl7e2vPnj3uZVVVVdq3b586duwoSQoJCVFpaanKysrcbbj3DAAAuBKWzsi0atVKI0aM0JIlSxQUFKTrrrtO77zzjsrLy/X73/9ektS9e3c5nU4tW7ZM9957r/bu3asNGzZYWRYAAGghLD+1NHXqVNXU1CglJUWlpaWKiYnR/PnzFRgYKEkKCgrS7Nmz9dprr2ndunXq27evJk6cqIULF1pdGgAAMJzHli1bXHYXYZWSkhINGzZMSUlJcjqddpeDFiguLs7uEpqVyMhIu0uAjS78gYprR0xMjCX9nj17VsHBwcrOzpa/v/9l2/LQSAAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWLY/NLIpJCcnKygoyO4yAABAI2NGBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWA67C2gKqampcjqdkqS4uLgrWicyMtLKktCEAgMDLe0/JibG0v4BAJfGjAwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMNZVBZmcnBzFx8fr3LlzjVUPAADAFatXkHniiSeUnp5uVS0AAAD10uSnliorK5t6SAAA0EJd8UMj09LSlJubq9zcXK1du1aSNHPmTEnS/v37tXTpUhUWFqpr166aMWOG2rdvL0nKzMzU9u3bdc8992jFihU6fvy4Nm/erHPnzunVV1/V//3f/6myslIxMTGaPn26unbt6h5z+/btWr58ub799lu1adNGQ4YM0QMPPCAvL6/G3AcAAMBQVxxkEhMT9d1336ljx46aPHmyJKmgoECSlJGRoWnTpikkJESLFi3S/Pnza52COnr0qD7//HP9+c9/lqfnT5NAc+bMkdPp1HPPPSd/f399+OGHevrpp/XWW28pKChIu3fvVlpamhITE9W7d28VFRVp4cKFkqSJEydetMaKiopaMz6lpaX13B0AAMAkVxxkAgIC5HA45Ovrq9DQUEnS4cOHJUlTpkxRbGysJGncuHFKTk5WRUWFfHx8JElVVVVKTk5WSEiIJCkvL0/79u3Tu+++624zbdo0bd++XVu3btXw4cOVlZWlcePGKSEhQZIUFRWlyZMna8mSJZcMMitXrlRWVlb99wIAADDSFQeZy+nSpYv732FhYZKk06dPKzw8XJIUHh7uDjGSlJ+fr7KyMo0cObJWPxUVFSoqKpIkHTx4UHv27NGKFSvc79fU1KiiokLnz5+Xr69vnTrGjx+vUaNGuV+XlpZq9OjRV7+BAACgWWqUIONw/KsbDw8PSZLL5XIv+3noOH/+vEJDQ/XCCy/U6SsgIECSVFZWpkmTJmnQoEF12lyYxbnY8ku9BwAAWp56BRlvb2/V1NRc9aDXX3+9Tp06JS8vL0VERFyyzZEjR9SuXburHg8AALRM9fr6dXh4uPbu3avi4mKdOXOmwaEmLi5OPXr00LPPPqsvv/xSxcXF2rNnj5YtW6b9+/dLkiZMmKCNGzcqKytLBQUFKiws1ObNm5WRkdGgMQEAQMtTrxmZMWPGKC0tTZMmTVJ5ebn769f15eHhobS0NC1btkzz58/XDz/8oNDQUPXu3VutW7eWJA0YMEApKSlavny53n77bTkcDkVHR2vo0KENGhMAALQ8Hlu2bHH9cjMzlZSUaNiwYUpKSpLT6ZT002zQlYiMjLSyNDShwMBAS/uPiYmxtH8AuNacPXtWwcHBys7Olr+//2Xb8tBIAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGCsRnn6dXOXnJysoKAgu8sAAACNjBkZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGcthdQFNITU2V0+m0u4x6i4uLs7sENKLIyEi7S2hRAgMD7S4B17iYmBi7S4CYkQEAAAYjyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsSwNMk888YTS09OtHAIAAFzDmJEBAADGsizIpKWlKTc3V2vXrlV8fLzi4+M1cuRIrVq1yt3m2Wef1eDBg1VWViZJ+v777xUfH6+jR49Kkn788UelpKRo+PDhSkhI0MyZM/Xdd99ZVTIAADCMZUEmMTFRPXr00NChQ7V27VqtXbtWd955p3JyciRJLpdLeXl5CggIUF5eniQpJydHbdq0Ubt27ST9FIYOHDigefPmKT09XS6XS0lJSaqqqrromBUVFSopKXH/lJaWWrV5AACgGXBY1XFAQIAcDod8fX0VGhoqSfr1r3+tjz/+WNXV1SooKJDD4VB8fLxycnI0YMAA5ebmqk+fPpKk7777Tn/961/10ksvqWfPnpKk2bNna8yYMdq+fbt+97vf1Rlz5cqVysrKsmqTAABAM2NZkLmY3r17q6ysTPn5+dqzZ4/69Omj2NhYrVy5UpKUm5urMWPGSJIKCwvl5eWl7t27u9cPDg5WdHS0CgsLL9r/+PHjNWrUKPfr0tJSjR492sItAgAAdmrSi30DAgLUpUsX5eTkKDc3V7Gxserdu7fy8/N15MgRfffdd+4ZmYbw8fGRv7+/+8fPz68RqwcAAM2NpUHG29tbNTU1tZb16dNHX3/9tXbv3q3Y2FgFBQWpffv2WrFihcLCwhQdHS1J6tChg6qrq7V37173umfOnNGRI0fUsWNHK8sGAACGsDTIhIeHa+/evSouLtaZM2dUU1OjPn366Msvv5SXl5fat28vSYqNjdWmTZtqzcb86le/0sCBA7VgwQLl5eUpPz9fKSkpatOmjQYOHGhl2QAAwBCWBpkxY8bI09NTkyZN0t13360TJ06od+/ecrlctUJLbGysO+T8u5kzZ+qGG25QcnKyEhMT5XK5lJaWJoejSS/tAQAAzZSliSA6Olovv/xyneWbN2+u9frWW2/Vli1b6rQLDAzUrFmzLKsPAACYjTv7AgAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGuiZukZucnKygoCC7ywAAAI2MGRkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGM57C6gKaSmpsrpdNpdRosSFxdndwmAbSIjI20dPzAw0Nbxm6OYmBi7S4BNmJEBAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFiWBpmKigotXrxY99xzj+688049/vjj2rdvnyQpJydH8fHx+uqrr/Too48qISFBiYmJOnz4cK0+tm/frqlTp+rOO+/U+PHjlZWVperqaivLBgAAhrA0yCxZskTbtm1TUlKSli5dqnbt2mnGjBk6e/asu01GRoamTZum1157TV5eXpo/f777vd27dystLU333nuvMjMz9dRTT2n9+vVasWLFRcerqKhQSUmJ+6e0tNTKzQMAADazLMiUlZXpgw8+0KOPPqqbbrpJHTt21DPPPCOn06mPPvrI3W7KlCmKjY1Vx44dNW7cOP39739XRUWFJCkrK0vjxo1TQkKCoqKi1K9fP02ePFkffvjhRcdcuXKlhg0b5v4ZPXq0VZsHAACaAYdVHRcVFamqqko9e/b812AOh7p166bCwkJ169ZNktSlSxf3+2FhYZKk06dPKzw8XAcPHtSePXtqzcDU1NSooqJC58+fl6+vb60xx48fr1GjRrlfl5aWEmYAAGjBLAsyV1yA418leHh4SJJcLpekn2Z1Jk2apEGDBtVZz8fH56LLLrYcAAC0TJYFmaioKHl7e2vPnj2KiIiQJFVVVWnfvn26//77r6iP66+/XkeOHFG7du2sKhMAABjMsiDTqlUrjRgxQkuWLFFQUJCuu+46vfPOOyovL9fvf/97HTx48Bf7mDBhgmbNmqXw8HANGjRInp6eOnjwoAoKCjRlyhSrSgcAAIaw9NTS1KlTVVNTo5SUFJWWliomJkbz589XYGDgFa0/YMAApaSkaPny5Xr77bflcDgUHR2toUOHWlk2AAAwhMeWLVtcdhdhlZKSEg0bNkxJSUlyOp12l9OixMXF2V0CYJvIyEhbx7/SPwavJTExMXaXgEZ09uxZBQcHKzs7W/7+/pdty519AQCAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxbH/6dVNITk5WUFCQ3WUAAIBGxowMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGO16Kdfu1wuSdLZs2dtrgQAAFypC8ftC8fxy2nRQebMmTOSpOjoaJsrAQAA9VVWVqaAgIDLtmnRQSYoKEiStGrVKvn7+9tczbWptLRUo0eP1urVq+Xn52d3Odcc9r+92P/24zOwV0P3v8vlUllZmcLCwn6xbYsOMp6eP10C5O/vT5CxmZ+fH5+Bjdj/9mL/24/PwF4N2f+/NBNzARf7AgAAYxFkAACAsVp0kPH29tbEiRPl7e1tdynXLD4De7H/7cX+tx+fgb2aYv97bNmy5Ze/2wQAANAMtegZGQAA0LIRZAAAgLEIMgAAwFgEGQAAYCzjb4j33nvvadWqVTp16pS6dOmiP/zhD+revfsl23/22Wd64403VFxcrF/96leaOnWqbr755iasuOWpz2ewfv16Pffcc7WWeXt7a+PGjU1RaouTm5urVatW6cCBAzp58qTmzp2rW2+99bLr5OTk6JVXXtG3336rtm3b6sEHH1RCQkITVdyy1Hf/5+Tk6Mknn6yzfO3atQoNDbWy1Bbpf/7nf7Rt2zYdPnxYTqdTPXr00NSpU9W+ffvLrsdxoHE0ZP9bcQwwOshs3rxZr776qp588kl1795da9as0YwZM7R8+XK1bt26Tvs9e/Zo7ty5euSRR3TLLbfo008/1Z/+9CctXbpUnTp1smELzFffz0D66U7Ly5cvb+JKW6bz58+rS5cuuuuuu/Rf//Vfv9j+2LFjSk5O1vDhwzV79mzt2rVLzz//vEJDQzVgwIAmqLhlqe/+v2D58uW17nIaEhJiQXUtX25uru6++27FxMSourpay5Yt04wZM/Tmm2+qVatWF12H40Djacj+lxr/GGB0kPnLX/6ioUOH6q677pIkPfXUU/rb3/6mjz/+WOPHj6/Tfu3atRowYIDGjh0rSZo8ebJ27typ9957T0899VST1t5S1PczuIC/PhvHTTfdpJtuuumK23/wwQeKiIjQ9OnTJUkdOnRQXl6e1qxZQ5BpgPru/wtat259xbdfx6XNnz+/1uukpCTdc889OnDggPr06XPRdTgONJ6G7P8LGvMYYOw1MpWVlTpw4IDi4uLcyzw9PdW3b1/9/e9/v+g633zzTa32ktS/f/9LtsflNeQzkH56munYsWM1evRozZ49WwUFBU1RLnTp34FvvvnGpoquTQ8//LDuu+8+PfPMM8rLy7O7nBajpKRE0r8eGHwxHAescyX7X2r8Y4CxMzJnzpxRTU1NndMXrVu31uHDhy+6zqlTpy7a/vTp05bV2ZI15DOIjo7WjBkz1KVLF507d06rV6/W448/rjfffFNt27ZtirKvaZf6HSgpKVF5ebmcTqdNlV0bQkND9eSTTyomJkaVlZVat26dnnzySb3yyiu64YYb7C7PaDU1NUpPT1fPnj0ve4qI44A1rnT/W3EMMDbIwEw9evRQjx493K979uypiRMn6sMPP9TkyZNtrAywXvv27WtdCNmzZ08VFRVpzZo1mjVrlo2Vme/FF19UQUGBXnrpJbtLuSZd6f634hhg7Kml4OBgeXp61knRp0+fvuS5t9DQ0Iu2v9RFqbi8hnwGP+dwOHT99dfr6NGjVpSIn7nU74C/vz+zMTbp3r07//+v0osvvqgvvvhCixYt+sW/6jkONL767P+fa4xjgLFBxtvbWzfccIN27drlXlZTU6Ndu3bVSnv/7sYbb6zVXpK++uqrS7bH5TXkM/i56upqHTp0iIt/m8jFfgd27typG2+80aaKkJ+fr7CwMLvLMJLL5dKLL76o7du367//+78VGRn5i+twHGg8Ddn/P9cYxwBjg4wkjRo1StnZ2Vq/fr0KCwu1aNEinT9/3n1PjJSUFL3++uvu9vfdd5927Nih1atX6/Dhw8rMzNT+/ft1zz332LUJxqvvZ5CVlaUvv/xSRUVFOnDggFJSUnT8+HENHTrUrk0wWllZmfLz85Wfny/pp69X5+fn6/jx45Kk119/XSkpKe72I0aM0LFjx/Taa6/p8OHDev/99/XZZ5/p/vvvt6V+09V3/69Zs0bbt2/X0aNHVVBQoPT0dH399dcaOXKkLfWb7oUXXtAnn3yi2bNny8/PT6dOndKpU6dUXl7ubsNxwDoN2f9WHAOMvkbmtttu05kzZ5SZmem+Gdtzzz3nTnYnTpyQp+e/slrPnj317LPP6o033tCyZcvUrl07zZ07l3sHXIX6fgbnzp3TwoULderUKQUEBOiGG25Qenq6OnbsaNMWmG3//v21brD2yiuvSJKGDBmipKQknTx5UidOnHC/HxkZqdTUVL388st699131bZtW/3nf/4nX71uoPru/8rKSr366qv65z//KV9fX3Xu3FkLFizQr3/96yavvSX44IMPJKnOTQZnzpzp/mOK44B1GrL/rTgGeGzZssXV4LUBAABsZPSpJQAAcG0jyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWP8P1GZT1OmNpfIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.barh(stacked=True,alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0ed79334-c03f-4510-b326-51627c6ede6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "tips = pd.read_csv('examples/tips.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4c46442f-e468-4df9-9cb5-f7ead8f1c186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip smoker  day    time  size\n",
       "0       16.99  1.01     No  Sun  Dinner     2\n",
       "1       10.34  1.66     No  Sun  Dinner     3\n",
       "2       21.01  3.50     No  Sun  Dinner     3\n",
       "3       23.68  3.31     No  Sun  Dinner     2\n",
       "4       24.59  3.61     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d56420e9-f45c-4967-8a80-addca484a120",
   "metadata": {},
   "outputs": [],
   "source": [
    "party_counts = pd.crosstab(tips['day'],tips['size'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "344ff56b-e5e1-4c93-86a1-06d762cff80b",
   "metadata": {},
   "outputs": [],
   "source": [
    "party_counts = party_counts.reindex(index=[\"Thur\", \"Fri\", \"Sat\", \"Sun\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cf4abd49-701b-431d-90ea-9f5db80d1eed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>size</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Thur</th>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fri</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sat</th>\n",
       "      <td>2</td>\n",
       "      <td>53</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sun</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "size  1   2   3   4  5  6\n",
       "day                      \n",
       "Thur  1  48   4   5  1  3\n",
       "Fri   1  16   1   1  0  0\n",
       "Sat   2  53  18  13  1  0\n",
       "Sun   0  39  15  18  3  1"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "party_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "3d9ca815-3255-4b68-88e4-43c4574f9f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "party_counts = party_counts.loc[:,2:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b946d4df-f5a7-4609-816a-95ba61373564",
   "metadata": {},
   "outputs": [],
   "source": [
    "party_pcts = party_counts.div(party_counts.sum(axis='columns'),\n",
    "                             axis='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "02c101c3-0fe6-4ed1-9f66-9e4ef62f287e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>size</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Thur</th>\n",
       "      <td>0.827586</td>\n",
       "      <td>0.068966</td>\n",
       "      <td>0.086207</td>\n",
       "      <td>0.017241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fri</th>\n",
       "      <td>0.888889</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sat</th>\n",
       "      <td>0.623529</td>\n",
       "      <td>0.211765</td>\n",
       "      <td>0.152941</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sun</th>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "size         2         3         4         5\n",
       "day                                         \n",
       "Thur  0.827586  0.068966  0.086207  0.017241\n",
       "Fri   0.888889  0.055556  0.055556  0.000000\n",
       "Sat   0.623529  0.211765  0.152941  0.011765\n",
       "Sun   0.520000  0.200000  0.240000  0.040000"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "party_pcts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "21b1a425-bc83-49dd-8ec5-f8bad5ec1d7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "party_pcts.plot.bar(stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "28a4ca28-e273-4894-bb11-057f69520e5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ca9590c9-1bb4-40ad-9158-4926218beff5",
   "metadata": {},
   "outputs": [],
   "source": [
    "tips['tip_pct'] = tips['tip'] / (tips['total_bill'] - tips['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0ab848aa-7447-4897-b542-41df6b6f122f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>tip_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.063204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.191244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.199886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.162494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>0.172069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip smoker  day    time  size   tip_pct\n",
       "0       16.99  1.01     No  Sun  Dinner     2  0.063204\n",
       "1       10.34  1.66     No  Sun  Dinner     3  0.191244\n",
       "2       21.01  3.50     No  Sun  Dinner     3  0.199886\n",
       "3       23.68  3.31     No  Sun  Dinner     2  0.162494\n",
       "4       24.59  3.61     No  Sun  Dinner     4  0.172069"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2b6a3f8b-5309-4551-a5f5-548afae30bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='tip_pct',y='day',data=tips,orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5174faa0-842b-4876-8466-2139bf22fc5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.set_style(\"whitegrid\")\n",
    "sns.set_palette(\"Greys_r\")\n",
    "sns.barplot(x='tip_pct',y='day',hue='time',data=tips,orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "03694894-3916-4eb1-908d-f2f1e44be7c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['tip_pct'].plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "18706303-8955-41ec-b546-7799f910a792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['tip_pct'].plot.density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7dbab941-585f-427a-ab87-a550b60d8c86",
   "metadata": {},
   "outputs": [],
   "source": [
    "com1=np.random.standard_normal(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "43352225-c7fb-4fa7-8fbe-e73624649ced",
   "metadata": {},
   "outputs": [],
   "source": [
    "com2 = 10+2*np.random.standard_normal(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7d603e19-92ac-4624-a1e2-080db2ed52b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "values = pd.Series(np.concatenate([com1,com2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "055e9504-7b72-430d-95b3-923cee5dc2c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(values,bins=100,color='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d3d7d7db-4d58-4ab1-ab07-57c68441bb6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "macro = pd.read_csv('examples/macrodata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e0c09e45-1b2c-4625-b050-3ff236b8cd1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = macro[[\"cpi\", \"m1\", \"tbilrate\", \"unemp\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "3605b39c-285e-4d07-a880-4349812fc8f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "trans_data = np.log(data).diff().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "3782b06c-d209-40db-aadc-66c30007af35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cpi</th>\n",
       "      <th>m1</th>\n",
       "      <th>tbilrate</th>\n",
       "      <th>unemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>-0.007904</td>\n",
       "      <td>0.045361</td>\n",
       "      <td>-0.396881</td>\n",
       "      <td>0.105361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>-0.021979</td>\n",
       "      <td>0.066753</td>\n",
       "      <td>-2.277267</td>\n",
       "      <td>0.139762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.002340</td>\n",
       "      <td>0.010286</td>\n",
       "      <td>0.606136</td>\n",
       "      <td>0.160343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.008419</td>\n",
       "      <td>0.037461</td>\n",
       "      <td>-0.200671</td>\n",
       "      <td>0.127339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>0.008894</td>\n",
       "      <td>0.012202</td>\n",
       "      <td>-0.405465</td>\n",
       "      <td>0.042560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          cpi        m1  tbilrate     unemp\n",
       "198 -0.007904  0.045361 -0.396881  0.105361\n",
       "199 -0.021979  0.066753 -2.277267  0.139762\n",
       "200  0.002340  0.010286  0.606136  0.160343\n",
       "201  0.008419  0.037461 -0.200671  0.127339\n",
       "202  0.008894  0.012202 -0.405465  0.042560"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trans_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "81ecdf26-0392-4839-bd29-40577cdfdfa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Changes in log(m1) versus log(unemp)')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x='m1',y='unemp',data=trans_data)\n",
    "ax.set_title('Changes in log(m1) versus log(unemp)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "b9bfeea8-845c-46cc-951d-24e9d38edc08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2b1d1770c40>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(trans_data,diag_kind='kde',plot_kws={'alpha':0.2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c35fb758-a131-4c1d-9984-c8afb02f6908",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2b1d293e130>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1096.38x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='day',y='tip_pct',hue='time',col='smoker',kind='bar',data=tips[tips.tip_pct<1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3bb83128-f260-43bb-8681-c0834c9011c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2b1d2894d30>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1011.11x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"tip_pct\", row=\"time\",col=\"smoker\",kind=\"bar\", data=tips[tips.tip_pct < 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "5bcac5a6-73af-4b5a-9ca7-495df647548a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2b1d509e190>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='tip_pct',y='day',kind='box',data=tips[tips.tip_pct < 0.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ff435cc-bb8f-4e3c-91f0-b46f96fd0fd0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
